Taking GPT2 for a spin

gpt2-training-output.txt

2023-04-18 20:32:36,678 [INFO] Training data ./data/small_3.txt
2023-04-18 20:32:36,679 [INFO] length of dataset in words: 22,420
2023-04-18 20:32:36,713 [INFO] encoding.input_ids.shape torch.Size([1, 4742])
2023-04-18 20:32:36,713 [INFO] encoding.attention_mask.shape torch.Size([1, 4742])
2023-04-18 20:32:36,713 [INFO] length of dataset in tokens = 4742
2023-04-18 20:32:57,546 [INFO] Over-fit check answer: Formation of Granulation Tissue
2023-04-18 20:32:57,546 [INFO] len_train_data=4742 block_size =256 batch_size= 4
2023-04-18 20:32:57,547 [INFO] Epoch 1 of 50
2023-04-18 20:33:04,405 [INFO] Epoch 0 complete. Loss: 5.974085330963135 saving ./test-gpt2-4/gpt2-epoch-1-2023-04-18 20:32:35.343858
2023-04-18 20:33:06,065 [INFO] Over-fit check answer: Formation of Granulation Tissueation of granulation tissue of granulation tissue of granulation tissue of granulation tissue of granulation tissuea,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,,1P,1,1,1P,1,1,1,1,1,1P,1P,P,1,1
2023-04-18 20:33:06,066 [INFO] Epoch 2 of 50
2023-04-18 20:33:14,029 [INFO] Epoch 1 complete. Loss: 4.702812671661377 saving ./test-gpt2-4/gpt2-epoch-2-2023-04-18 20:32:35.343858
2023-04-18 20:33:15,719 [INFO] Over-fit check answer: Formation of Granulation Tissue and Cell Cell and Cell and Cell and Cell and Cell and Cell and Cell and Cell and Cell and Cell and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and and andENSE OF THE BRAIN AND THE BRAIN AND THE BRA and the and the and the and the and the and the and the and the and the and the and the and the and the and the and the and the and the and the and the and and and the and and the and the and the and the and and and and and the and
2023-04-18 20:33:15,762 [INFO] Epoch 3 of 50
2023-04-18 20:33:22,505 [INFO] Epoch 2 complete. Loss: 4.174261093139648 saving ./test-gpt2-4/gpt2-epoch-3-2023-04-18 20:32:35.343858
2023-04-18 20:33:24,194 [INFO] Over-fit check answer: Formation of Granulation Tissue and Cell Tissue.
 of the and Cell T and Cell Tissue. Cell and Cell Tissue. Cell and Cell T and Cell Tissue. Cell and Cell Tissue and Cell Tissue and Cell tissue and tissue. Cell and Cell Tissue. Cell and and Cell tissue and tissue. Cell and tissue and tissue. Cell and tissue and tissue. Cell and tissue and tissue. Cell and tissue and Cell tissue and Cell tissue. Cell and tissue and tissue. Cell and tissue and tissue. Cell and tissue and tissue. Cell and tissue and tissue. Cell and tissue and tissue. Cell and tissue and tissueP1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1P1
2023-04-18 20:33:24,226 [INFO] Epoch 4 of 50
2023-04-18 20:33:31,973 [INFO] Epoch 3 complete. Loss: 3.880129337310791 saving ./test-gpt2-4/gpt2-epoch-4-2023-04-18 20:32:35.343858
2023-04-18 20:33:33,719 [INFO] Over-fit check answer: Formation of Granulation Tissue and Cell Tissue.
 of the and Cell T and Cell Tissue. Cell Repair and Repair.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of and the tissue cells.
 and the tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair and the tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair of the tissue and tissue cells.
The repair
2023-04-18 20:33:33,756 [INFO] Epoch 5 of 50
2023-04-18 20:33:40,353 [INFO] Epoch 4 complete. Loss: 3.5121054649353027 saving ./test-gpt2-4/gpt2-epoch-5-2023-04-18 20:32:35.343858
2023-04-18 20:33:42,053 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood vessels.

The formation of granulation tissue and blood vessels.
 of granulation tissue and blood vessels. The formationatriculation of granulation tissue and blood vessels.
 in granulation tissue granulation tissue and blood granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels granulation tissue and blood vessels. The formation of granulation tissue granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formationatric proliferation of granulation tissue and blood vessels. The formation of granulation tissue andatricial tissue. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels granulation tissue and blood vessels granulation tissue granulation
2023-04-18 20:33:42,089 [INFO] Epoch 6 of 50
2023-04-18 20:33:49,678 [INFO] Epoch 5 complete. Loss: 3.485883951187134 saving ./test-gpt2-4/gpt2-epoch-6-2023-04-18 20:32:35.343858
2023-04-18 20:33:51,429 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood vessels.

The formation of granulation tissue and blood vessels.
 of granulation tissue and blood vessels. The formationatricial vessels.
 in the granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels.
 in the granulation tissue and blood vessels. The formation of granulation tissue and tissue. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formationatricial vessels.
 in the granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formation of granulation tissue and blood vessels. The formationatric
2023-04-18 20:33:51,466 [INFO] Epoch 7 of 50
2023-04-18 20:33:58,785 [INFO] Epoch 6 complete. Loss: 3.1171467304229736 saving ./test-gpt2-4/gpt2-epoch-7-2023-04-18 20:32:35.343858
2023-04-18 20:34:00,460 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood vessels.

The formation of granulation tissue and blood vessels.
 of granulation tissue and blood vessels. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels andatricial tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue. Blood vessels and granulation tissue.
2023-04-18 20:34:00,497 [INFO] Epoch 8 of 50
2023-04-18 20:34:08,666 [INFO] Epoch 7 complete. Loss: 3.302635908126831 saving ./test-gpt2-4/gpt2-epoch-8-2023-04-18 20:32:35.343858
2023-04-18 20:34:10,465 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood vessels.

The formation of granulation tissue and blood vessels.
 of granulation tissue and blood granulation tissue and blood vessels. Blood vessels and granulation tissue are replaced by granulation tissue.
 of granulation tissue granulation tissue and blood vessels. Blood vessels and granulation tissue are replaced the granulation tissue.
 of granulation tissue                                                                                                                                                            
2023-04-18 20:34:10,505 [INFO] Epoch 9 of 50
2023-04-18 20:34:19,189 [INFO] Epoch 8 complete. Loss: 3.0567078590393066 saving ./test-gpt2-4/gpt2-epoch-9-2023-04-18 20:32:35.343858
2023-04-18 20:34:20,949 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood vessels.

The process of regeneration of the blood vessels.
 of the vessels. Blood vessels are divided into two parts, the first being the granulation tissue, the second the granulation tissue, the granulation tissue is divided into two parts, the first being the granulation tissue, thearial tissue is divided into two parts, the first being the granulation tissue, the granulation tissue is divided into two parts, the first being the granulation tissue, the granulation tissue is divided the granulation tissue is replaced by the granulation tissue, the granulation tissue is replaced by the granulation tissue, the granulation tissue is replaced by the granulation tissue, the granulation tissue is replaced the epithelium is replaced by the epit cicatricial tissue is replaced the epithelium is replaced by the epithelium, the epithelium is replaced by the epithelium, the epithelium is replaced by the epithelium, the epit is replaced by the epithelium, the epithelium is replaced by the epithelium, the epithelium is replaced by the epithelium, the epithelium
2023-04-18 20:34:20,998 [INFO] Epoch 10 of 50
2023-04-18 20:34:29,513 [INFO] Epoch 9 complete. Loss: 2.899163246154785 saving ./test-gpt2-4/gpt2-epoch-10-2023-04-18 20:32:35.343858
2023-04-18 20:34:31,364 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood vessels.

The process of regeneration of the kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, the process of regeneration of the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the kidney, the
2023-04-18 20:34:31,403 [INFO] Epoch 11 of 50
2023-04-18 20:34:39,369 [INFO] Epoch 10 complete. Loss: 2.6538922786712646 saving ./test-gpt2-4/gpt2-epoch-11-2023-04-18 20:32:35.343858
2023-04-18 20:34:41,090 [INFO] Over-fit check answer: Formation of Granulation Tissue and Blood Vessels.

The process of regeneration of the kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, kidney, the process of regeneration of the kidney, the kidney,
2023-04-18 20:34:41,127 [INFO] Epoch 12 of 50
2023-04-18 20:34:47,870 [INFO] Epoch 11 complete. Loss: 2.8268961906433105 saving ./test-gpt2-4/gpt2-epoch-12-2023-04-18 20:32:35.343858
2023-04-18 20:34:49,932 [INFO] Over-fit check answer: Formation of Granulation Tissue.

The process of granulation tissue is divided into two parts: the first part is the granulation tissue, which is divided into two parts, and the other part is the granulation tissue, which is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two minimums. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided
2023-04-18 20:34:49,973 [INFO] Epoch 13 of 50
2023-04-18 20:34:56,413 [INFO] Epoch 12 complete. Loss: 2.6316871643066406 saving ./test-gpt2-4/gpt2-epoch-13-2023-04-18 20:32:35.343858
2023-04-18 20:34:58,130 [INFO] Over-fit check answer: Formation of Granulation Tissue.

The process of granulation tissue is divided into two parts: the first part is the granulation tissue, which is divided into two parts, and the other part is the granulation tissue, which is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. The granulation tissue is divided into two parts, and the granulation tissue is divided. In the first part, the granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. In the first part, the granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. In the fifth part, the granulationseptic tissue is divided into two parts, and the granulation tissue is divided into two parts. In the sixth part, the granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. In the seventh the granulation tissue is divided into two parts, and the granulation tissue is divided into two parts. In
2023-04-18 20:34:58,167 [INFO] Epoch 14 of 50
2023-04-18 20:35:05,669 [INFO] Epoch 13 complete. Loss: 2.3917205333709717 saving ./test-gpt2-4/gpt2-epoch-14-2023-04-18 20:32:35.343858
2023-04-18 20:35:07,519 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Healing of Granulation Tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of granulation tissue and the granulation tissue is divided into two parts, one of which is the granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the other is.  Granulation Tissue is a granulation tissue that is divided into two parts, one of granulation tissue and the other is the granulation.  Granulation Tissue is a granulation tissue that is divided into two parts, one of granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the  Granulation Tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of
2023-04-18 20:35:07,559 [INFO] Epoch 15 of 50
2023-04-18 20:35:14,142 [INFO] Epoch 14 complete. Loss: 2.6066818237304688 saving ./test-gpt2-4/gpt2-epoch-15-2023-04-18 20:32:35.343858
2023-04-18 20:35:15,904 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Granulation Tissue.  Peripheral Granulation Tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the other part being the granulation tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the other part being the granulation tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the and the gap between the two parts is filled by granulation tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the other part being the granulation tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the other part being the granulation tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the other part being the granulation tissue.  Granulation Tissue is divided into two parts, the first part being the granulation tissue, the.  Granulation Tissue is divided into two parts, the
2023-04-18 20:35:15,942 [INFO] Epoch 16 of 50
2023-04-18 20:35:23,042 [INFO] Epoch 15 complete. Loss: 2.386686086654663 saving ./test-gpt2-4/gpt2-epoch-16-2023-04-18 20:32:35.343858
2023-04-18 20:35:24,893 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Granulation Tissue.  Peripheral Granulation Tissue.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from the surface to the periphery.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of is the granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the other is the granulation tissue.  Granulation Tissue is a granulation tissue that is divided into two parts, one of which is the granulation tissue and the other is the granulation.  Granulation Tissue is a granulation tissue that is divided into two parts, one of
2023-04-18 20:35:24,932 [INFO] Epoch 17 of 50
2023-04-18 20:35:32,429 [INFO] Epoch 16 complete. Loss: 2.3530325889587402 saving ./test-gpt2-4/gpt2-epoch-17-2023-04-18 20:32:35.343858
2023-04-18 20:35:34,270 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Granulation Tissue.  Peripheral Granulation Tissue.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one end to the other.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one end to epithelium.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one end to the other.  Granulation Tissue is a granulation tissue that is formed by the passage epithelium.  Granulation Tissue is a granulation tissue that is formed by the passage is epithelium.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one end to the other.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one end to the other.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one.  Granulation Tissue is a granulation tissue that is
2023-04-18 20:35:34,307 [INFO] Epoch 18 of 50
2023-04-18 20:35:40,738 [INFO] Epoch 17 complete. Loss: 2.3742575645446777 saving ./test-gpt2-4/gpt2-epoch-18-2023-04-18 20:32:35.343858
2023-04-18 20:35:42,627 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Granulation Tissue.  Peripheral Granulation Tissue.  Granulation Tissue is a granulation tissue that is formed by the passage of granulation tissue from one end to the other.  Granulation Tissue is a granulation tissue that is divided into two parts, one for each of the two parts.  The first part is the primary granulation tissue, the other the granulation tissue which is divided into two parts.  The granulation tissue is divided into two parts, one for each of the two parts.  The granulation tissue is divided into two parts, one for each of the two parts.  The granulation tissue is divided into two parts, one for each of the two parts.  The granulation tissue is divided into two parts, one for each of.  The first part is the primary granulation tissue, the other the primary granulation tissue which is divided into two parts.  The first part is the primary granulation tissue, the other the primary gran in response to the pressure of the opposing vessels.  The first part is the primary granulation tissue, the other the
2023-04-18 20:35:42,670 [INFO] Epoch 19 of 50
2023-04-18 20:35:51,249 [INFO] Epoch 18 complete. Loss: 2.2578792572021484 saving ./test-gpt2-4/gpt2-epoch-19-2023-04-18 20:32:35.343858
2023-04-18 20:35:53,102 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Peripheral Nerves.  Primary Nerves.  Primary Nerves.  Repair of Nerves.  Peripheral Nerves.  Repair of Nerves.  Repair of Nerves.  Repair of Nerves.  Repair of Nerves.  Repair of Nerves.  Repair Malpighii.  Peripheral Nerves.  Peripher Malpighii.  Primary Nerves.  Primary N Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation T Malpighii.  Granulation Tissue.  Gran Malp Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Granulation Tissue.  Gran.  Capillary Tissue.  Cap Cap
2023-04-18 20:35:53,142 [INFO] Epoch 20 of 50
2023-04-18 20:36:00,119 [INFO] Epoch 19 complete. Loss: 2.097325325012207 saving ./test-gpt2-4/gpt2-epoch-20-2023-04-18 20:32:35.343858
2023-04-18 20:36:01,889 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Peripheral Nerves.  Primary Nerves.  Formation of Granulation Tissue.  Peripheral Nerves.  Primary Nerves.  Secretory Nerves.  Formation of Granulation Tissue.  Peripher Tissue.  Secretory N Tissue.  Peripheral Nerves.  Secretory N.  Unabridged.  Unab Tissue.  Unabsorbable.  Unabsorbable.  Unabridged.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unabstract.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab. 
2023-04-18 20:36:01,931 [INFO] Epoch 21 of 50
2023-04-18 20:36:08,838 [INFO] Epoch 20 complete. Loss: 2.036750316619873 saving ./test-gpt2-4/gpt2-epoch-21-2023-04-18 20:32:35.343858
2023-04-18 20:36:10,605 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Peripheral Nerves.  Primary Union of Blood Vessels.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Primary Union of Blood Vessel Vessels.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Peripheral Nerves.  Presence of Granulation Tissue in Vessels.  Presence of Gran Formation of Granulation Tissue.  Presence of Granulation Tissue in Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unab.  Unab.
2023-04-18 20:36:10,645 [INFO] Epoch 22 of 50
2023-04-18 20:36:18,490 [INFO] Epoch 21 complete. Loss: 1.9580119848251343 saving ./test-gpt2-4/gpt2-epoch-22-2023-04-18 20:32:35.343858
2023-04-18 20:36:20,361 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Primary Union of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Nerves.  Secretory Union of Granulation T Malpighii.  Formation of Granulation Tissue.  Peripheral Nerves.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Gran.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation T.  Secretory Union of Granulation Tissue.  Secretory Union.  Secretory Union of Granulation Tissue.  Secretory Union of Granulation Tissue.  Secret
2023-04-18 20:36:20,405 [INFO] Epoch 23 of 50
2023-04-18 20:36:27,933 [INFO] Epoch 22 complete. Loss: 1.8733032941818237 saving ./test-gpt2-4/gpt2-epoch-23-2023-04-18 20:32:35.343858
2023-04-18 20:36:29,856 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  Peripheral Nerves.  Formation of Granulation Tissue.  Primary Union of Granulation Tissue.  Formation of Granulation Tissue.  Presence of Granulation Tissue in Vessels.  Presence of Granulation Tissue in Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unabated Vessels.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Unab.  Un
2023-04-18 20:36:29,895 [INFO] Epoch 24 of 50
2023-04-18 20:36:37,594 [INFO] Epoch 23 complete. Loss: 1.6313635110855103 saving ./test-gpt2-4/gpt2-epoch-24-2023-04-18 20:32:35.343858
2023-04-18 20:36:39,471 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  The process by which granulation tissue is formed is by the formation of granulation tissue, which is capable of supporting the growth of new cells, and of supporting the normal processes of repair and proliferation.  Granulation Tissue.  When a granulation tissue is formed, it is capable of supporting the growth of new cells, and of supporting the normal processes of repair and young cicatricial tissue.  The process by which this process is reproduced is by the formation of new blood vessels, which are capable of supporting the normal processes of repair and proliferation.  The process by which this process is reproduced is by the formation of new leucocytes, which are capable of carrying out the normal processes of repair and proliferation.  The process by which this process is reproduced is by the formation of new cicatricial tissue, which is capable of supporting the normal processes of repair and proliferation.  Primary Union.  The process by which primary union is established is by the formation of granulation tissue, which is capable of supporting the growth of new cells, and of supporting the normal processes of repair and the young cicatricial
2023-04-18 20:36:39,514 [INFO] Epoch 25 of 50
2023-04-18 20:36:47,462 [INFO] Epoch 24 complete. Loss: 1.623431921005249 saving ./test-gpt2-4/gpt2-epoch-25-2023-04-18 20:32:35.343858
2023-04-18 20:36:49,335 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  The process by which granulation tissue is formed is by the formation of granulation tissue, which is capable of supporting the growth of new cells and surviving in the tissues. In the process of regeneration, the new cells become consolidated in the damaged area, and the process goes on until the gap is filled by young fibrous tissue. In the course of time, the epithelium of the divided wound is filled with blood, and the process goes on until the gap is filled by cicatricial tissue. In the course of time, the epithelium of the divided wound is filled with blood, and the process goes on until the gap is filled by young cicatricial tissue.  Formation of Granulation Tissue.  The process by is based on the displacement of granulation tissue from the surface of the wound, and on the formation of new tissue. In the course of time, the epithelium of the divided wound is filled with blood, and the process goes on until the gap is filled by young c.  Formation of Granulation Tissue.  The process by which is based on the displacement of granulation
2023-04-18 20:36:49,374 [INFO] Epoch 26 of 50
2023-04-18 20:36:58,166 [INFO] Epoch 25 complete. Loss: 1.599907636642456 saving ./test-gpt2-4/gpt2-epoch-26-2023-04-18 20:32:35.343858
2023-04-18 20:36:59,949 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  The process by which granulation tissue is formed is by the formation of granulation tissue, which is capable of supporting the growth of new cells, but at the same time it obliterates the old, and by preventing the formation of new cells, so that the process of regeneration is essentially the same as that in which it is based.  The process by which regeneration of the kidney and liver is effected is by the formation of new blood vessels, which are capable of supporting the growth of new cells, but at the same time they obliterate the old, and by preventing the formation of new cells, so that the process of regeneration of the kidney and liver may be accurately described.  The process by which regeneration of the kidney and liver is effected is by the formation of new blood vessels, which are capable the of supporting the growth of new cells, but at the same time they obliterate the old, and by preventing the formation of new cells, so that the process of regeneration of the kidney and the liver may be accurately the same as that in which it is based.  The process by which regeneration of the kidney and liver is effected is by
2023-04-18 20:36:59,993 [INFO] Epoch 27 of 50
2023-04-18 20:37:08,022 [INFO] Epoch 26 complete. Loss: 1.4792404174804688 saving ./test-gpt2-4/gpt2-epoch-27-2023-04-18 20:32:35.343858
2023-04-18 20:37:09,907 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  The process by which granulation tissue is formed is by the formation of granulation tissue, which consists of granulation tissue isolated from the surrounding tissue, and the epithelium of the divided epithelium gradually increases in thickness until at the end of the fifth or sixth year the epithelium is completely obliterated. In the course of time this epithelium gradually increases in thickness until at the end of the tenth year the epithelium is completely obliterated. The epithelium of the divided epithelium gradually increases in thickness until at the end of the eleventh year the epithelium is completely obliterated. The epithelium of the divided epithelium is regenerated, and the epithelium of the divided epithelium is placed in the vessels of the divided vessels, and the vessels fill up with blood and leucocytes.  Formation of Granulation Tissue.  When a clot forms in the wall of a wound, the blood vessels in the vicinity of the wound begin to contract, and the granulation tissue covering the wound gradually increases in thickness until at the end of the fifth or sixth year the gap is filled by
2023-04-18 20:37:09,945 [INFO] Epoch 28 of 50
2023-04-18 20:37:20,349 [INFO] Epoch 27 complete. Loss: 1.2921079397201538 saving ./test-gpt2-4/gpt2-epoch-28-2023-04-18 20:32:35.343858
2023-04-18 20:37:22,230 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  The process by which granulation tissue is formed is by the formation of granulation tissue, which consists mainly of granulation tissue, which is covered by a layer of granulation tissue. Granulation tissue is formed mainly by the accumulation of granulation tissue, which is mainly formed by the formation of granulation tissue fibroblasts, which are embedded in the surface of the wound. Granulation tissue is highly vascularised, as illustrated by the absence of granulation tissue.  Formation of Granulation Tissue.  When a wound is made in the integument of a divided wound, the granulation tissue covering the wound is covered by a layer of granulation tissue. The epithelium of the wound is arranged in parallel lines, and is occupied by a layer of granulation tissue. The epithelium of the wound is arranged in parallel lines, and is occupied by a layer of granulation tissue. The epithelium of the wound is arranged in parallel lines, and is occupied by a layer of granulation tissue. The epithelium of the wound is divided into two parts, the first of which is occupied by the proliferating leucocytes
2023-04-18 20:37:22,275 [INFO] Epoch 29 of 50
2023-04-18 20:37:32,642 [INFO] Epoch 28 complete. Loss: 1.2635172605514526 saving ./test-gpt2-4/gpt2-epoch-29-2023-04-18 20:32:35.343858
2023-04-18 20:37:34,423 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  The process by which granulation tissue is formed is by the formation of granulation tissue, which consists of granulation tissue isolated from the surrounding tissue, and the epithelium of the divided wound being filled with granulation tissue. The epithelium of the divided wound is arranged in parallel lines, and is occupied by granulation tissue. The epithelium of the divided wound is arranged in parallel lines, and is occupied by cicatricial tissue. The surface is covered by a layer of granulation tissue, which gradually increases in thickness until at the end of the fifth or sixth year the epithelium is completely obliterated. The epithelium of the divided wound is regenerated by the presence of fibrin, which acts as a temporary scaffolding, and the gap is filled by scar tissue. In course of time this scar tissue gradually increases in thickness until at the end of the fifth or islets the epithelium is completely obliterated. The epithelium of the divided wound is regenerated by the presence of f islets, which act as temporary scaffolding, and the gap is filled by scar tissue. In
2023-04-18 20:37:34,674 [INFO] Epoch 30 of 50
2023-04-18 20:37:44,889 [INFO] Epoch 29 complete. Loss: 1.3431674242019653 saving ./test-gpt2-4/gpt2-epoch-30-2023-04-18 20:32:35.343858
2023-04-18 20:37:46,673 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the wall of a wound, the granulation tissue covering the wound is pulled away from the body and replaced by a layer of blood-clot.  This temporary reparative process gradually obliterates the scar and gives way to cicatricial tissue, which is fully formed in from the beginning till it is replaced by cicatricial tissue.  The process of regeneration of the divided leucocytes in the fixed connective-tissue cells of the part is essentially the same as in the normal regeneration of leucocytes from the damaged cells of the part.  The epithelium of the part is hollow, and is occupied by blood-clot.  When the epithelium is completely filled up, the cells of the part close by the edges of the cavity begin to throw out the red corpuscles, which are destined to form a fine fibrillated material. In course of time this fibrillated material is transformed into form of cicatricial tissue, and the epithelium assumes a bluish hue.  The epithelium of a small intestine is regenerated by
2023-04-18 20:37:46,715 [INFO] Epoch 31 of 50
2023-04-18 20:37:55,313 [INFO] Epoch 30 complete. Loss: 1.1693588495254517 saving ./test-gpt2-4/gpt2-epoch-31-2023-04-18 20:32:35.343858
2023-04-18 20:37:57,180 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound gradually thins and gives way, revealing a scar. This scar is repaired by ingrowth of the capillaries, which are themselves replaced by young cicatricial tissue. The process of regeneration of the scar is as follows: first, a new cicatrix is formed, and this new cicatrix gradually obliterates the old cicatrix, and so on until at last the cicatrix which once occupied the gap is occupied by a filament containing a nucleus. This filament is speedily replaced by scar tissue, and the process goes on until at last the cicatrix which once occupied the gap is occupied by a filament containing a nucleus. This filament is speed is restored by the fibroblasts, which are capable of growing in from the margins, and produce in the same amount of tissue as the original. This method of regeneration is sometimes spoken of as "healing by primary union" or "healing by coagulation" although the process is essentially the same as in the art.  Healing by
2023-04-18 20:37:57,219 [INFO] Epoch 32 of 50
2023-04-18 20:38:06,162 [INFO] Epoch 31 complete. Loss: 0.9177864193916321 saving ./test-gpt2-4/gpt2-epoch-32-2023-04-18 20:32:35.343858
2023-04-18 20:38:08,029 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound gradually thins and gives way, revealing a scar.  The surface is covered by a layer of blood-clot, which acts as a temporary scaffolding between the divided tissues, and this temporary scaffolding gradually increases in thickness until it replaces the granulation tissue. In the course of time this temporary scaffolding gradually thins and gives way, revealing a scar.  The process of regeneration of the  Blood Vessels  is essentially the same as in the normal process of repair, but depending upon the nature of the wound, the extent of the loss of blood vessels, the nature of the wound itself, and the extent of the reparative process, the extent of the reparative process may be slightly modified. The vessels that are to be replaced by new vessels, such as the  Peripheral Nerves,  Blood Vessels, and  Peripheral Nerves, are to be looked upon as being the vessels that constitute the primary union of the divided tissues.  The process of repair is essentially the same as in the normal process of
2023-04-18 20:38:08,071 [INFO] Epoch 33 of 50
2023-04-18 20:38:17,770 [INFO] Epoch 32 complete. Loss: 0.9784513115882874 saving ./test-gpt2-4/gpt2-epoch-33-2023-04-18 20:32:35.343858
2023-04-18 20:38:19,687 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound gradually thins and gives way, revealing a scar. In course of time this scar gradually heals and gives way, revealing a fine fibrillated tissue. In course of time this tissue becomes consolidated, its cells take on the characters of capillary loops, and form a firmer, but still temporary, connection between the two sides. In course of time this connection is made by the production of granulation tissue, which acts as a temporary scaffolding in which granulation tissue is built up. In course of time this scaffolding gradually thins and gives way, revealing a fine f cicatricial tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound gradually thins and gives is replaced by a fine fibrillated tissue. In course of time this tissue becomes consolidated, its cells take on. In course of time this consolidation is effected by the production of highly organised cicatricial tissue, which acts as a temporary scaffolding
2023-04-18 20:38:19,729 [INFO] Epoch 34 of 50
2023-04-18 20:38:27,322 [INFO] Epoch 33 complete. Loss: 0.8638569116592407 saving ./test-gpt2-4/gpt2-epoch-34-2023-04-18 20:32:35.343858
2023-04-18 20:38:29,159 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound gradually thins and gives way, revealing a scar.  The scar is fixed by ingrowth from the edges, and from the edges a thin layer of bruised and devitalised tissue is formed.  The surface is covered by a layer of bruised and dev tissue, which gradually increases in amount till it replaces the granulation tissue. In from twenty-four to thirty-six hours the scar gradually thins, revealing a fine velvet-like mass of granulation tissue.  The epithelium of the cutaneous epithelium is hollow, and extends from the surface towards the periphery. On the surface of the wound there is a microscopic layer of bruised and devitalised tissue, which gradually increases in amount till it replaces the granulation tissue. In from twenty-four to thirty-six hours the scar gradually thins, revealing a fine velvet-like mass of granulation tissue.  The epithelium of the cut is hollow, and extends from the surface towards the periphery. On the surface of the wound there is a microscopic layer the
2023-04-18 20:38:29,202 [INFO] Epoch 35 of 50
2023-04-18 20:38:36,219 [INFO] Epoch 34 complete. Loss: 0.7832015752792358 saving ./test-gpt2-4/gpt2-epoch-35-2023-04-18 20:32:35.343858
2023-04-18 20:38:38,058 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound gradually thins and gives way, revealing a scar. Under this temporary crust the surface is covered by a layer of blood-clot, which acts as a temporary scaffolding in which granulation tissue is built up. Under this temporary crust the surface is covered by a layer of blood-cl derived from the rete Malpighii, which has wandered from its original spot. Under this temporary crust the surface is covered by a layer of  epidermis, which acts as a temporary scaffolding in which granulation tissue is built up.  Healing by Primary Union.  When a wound is made in the integument under aseptic conditions, the surface is found to be covered by granulation tissue, which acts as a temporary scaffolding in which granulation tissue is built up. Under this temporary crust the surface is found to be covered by  cicatricial tissue, which acts as a temporary scaffolding in which granulation tissue is built up.  Granulation Tissue.  When a clot forms in the vicinity of a wound
2023-04-18 20:38:38,109 [INFO] Epoch 36 of 50
2023-04-18 20:38:45,115 [INFO] Epoch 35 complete. Loss: 0.904704213142395 saving ./test-gpt2-4/gpt2-epoch-36-2023-04-18 20:32:35.343858
2023-04-18 20:38:46,966 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound rapidly thins and gives way, revealing a scar. Under this temporary crust the surface is covered by a layer of blood-clot, which acts as a temporary scaffolding in which granulation tissue is built up. Under this temporary crust the surface is covered by a layer of blood-clot, which acts as a temporary scaffolding in which granulation tissue is built up. Under this temporary crust the surface is covered by a layer of fibrin, which acts as a temporary scaffolding in which granulation tissue is built up. Under this temporary crust the surface is ultimately covered by a layer of fibrin, which acts as a temporary scaffolding in which granulation tissue is built up. Epithelial Nerves.  Epithelial cells have the power of living for some time after being separated from their normal surroundings, and of growing again when once more placed in favourable circumstances. In the course of their growth they either pass back into the circulation or are themselves eaten up by the growing fibroblasts, which are destined to become cornified
2023-04-18 20:38:47,022 [INFO] Epoch 37 of 50
2023-04-18 20:38:54,582 [INFO] Epoch 36 complete. Loss: 0.7894106507301331 saving ./test-gpt2-4/gpt2-epoch-37-2023-04-18 20:32:35.343858
2023-04-18 20:38:56,510 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the tissues of the body, the granulation tissue becomes covered over by the ingrowing of the epithelium from the edges. This temporary granulation tissue is regenerated in the same way as that on a cutaneous surface, but in a slightly different way. The epithelium of a cutaneous surface is regenerated in from three to five days, and in from three to five days from the edges. The epithelium of a mucous membrane is regenerated in from three to five days, and in from three to five days from the edges. Epithelial cells have the power of living for some time after being separated from their normal surroundings, and of growing again when once more placed in favourable circumstances. The epithelium of a mucous membrane is regenerated in from three to five days, and in from threeapsutaneous glands, like the glands of the nose and the part of the face, have a high power of regeneration. Epithelial cells have the power of living for some time after being separated from their normal surroundings, and of growing again when once more placed in favourable the circumstances.
2023-04-18 20:38:56,547 [INFO] Epoch 38 of 50
2023-04-18 20:39:05,540 [INFO] Epoch 37 complete. Loss: 0.726462185382843 saving ./test-gpt2-4/gpt2-epoch-38-2023-04-18 20:32:35.343858
2023-04-18 20:39:07,361 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound rapidly thins and gives way, revealing the softened portion of catgut. In this way the wound is speedily drawn away from the body, and the granulation tissue covering the wound gradually thins and gives way, revealing the softened portion of cat hair follicles.  Healing of Epidermis.  When an accidentally divided wound is made in the integument under aseptic conditions, the surface is covered by a thin layer of bruised and devitalised tissue. In this way the surface is found to be covered by granulation tissue, which acts as a temporary scaffolding in which granulation tissue is built up. In course of time this temporary scaffolding is gradually replaced by young cicatricial tissue, which gradually increases in quantity till it replaces the cell protoplasm. In course of time this temporary scaffolding is gradually replaced by young cicatricial tissue, which gradually increases in quantity till it replaces the cell protopl the cicatrix. In course of time this temporary scaffolding is gradually replaced by young
2023-04-18 20:39:07,415 [INFO] Epoch 39 of 50
2023-04-18 20:39:16,030 [INFO] Epoch 38 complete. Loss: 0.6229977607727051 saving ./test-gpt2-4/gpt2-epoch-39-2023-04-18 20:32:35.343858
2023-04-18 20:39:17,874 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a clot forms in the superficial area of a wound, the granulation tissue covering the wound rapidly thins and gives way, revealing the softened portion of catgut. In from three to five days this clot gradually thins and gives way, revealing the softened portion of cat epithelium. In from five to ten days this clot gradually thins and gives surface a new, but still temporary, colour.  Healing under a Scab.  When a small superficial wound is exposed to the air, the blood and serum exuded on its surface may dry and form a hard crust or  scab, which serves to protect the surface from external irritation and foreign substances. Under this scab the formation of granulation tissue, its transformation into cicatricial tissue, and the growth of epithelium on the surface, go on until in the course of time the crust separates, leaving a scar.  Healing by Blood-clot.  When a clot forms in the vicinity of a wound, the blood and serum exuded on its surface may dry and form a hard crust, which serves to protect the surface from external irritation and
2023-04-18 20:39:17,926 [INFO] Epoch 40 of 50
2023-04-18 20:39:25,190 [INFO] Epoch 39 complete. Loss: 0.5874495506286621 saving ./test-gpt2-4/gpt2-epoch-40-2023-04-18 20:32:35.343858
2023-04-18 20:39:27,051 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a wound, for example by subcutaneous tenotomy, the space left between the divided tissues becomes filled with blood-clot, which acts as a temporary scaffolding in which granulation tissue is built up. In course of time this temporary scaffolding is gradually replaced by scar tissue, which gradually increases in quantity till it replaces the cell protoplasm. In course of time this scar tissue becomes consolidated, and the cicatricial tissue takes the place of the muscular elements, and so on until the cicatrix undergoes complete degeneration.  Healing of Epidermis.  Epidermis is a temporary granulation tissue formed by the fibroblasts of the rete Malpighii, which are destined to pass from one end of the cutaneous epithelium to the other. In the course of time this tissue becomes consolidated, and the epithelium assumes a bluish hue, and the epithelium assumes a greyish-white colour. In course of time this modification of the reparative process may result in a less favourable result, as the
2023-04-18 20:39:27,110 [INFO] Epoch 41 of 50
2023-04-18 20:39:34,142 [INFO] Epoch 40 complete. Loss: 0.5566419959068298 saving ./test-gpt2-4/gpt2-epoch-41-2023-04-18 20:32:35.343858
2023-04-18 20:39:36,087 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a wound, for example in the buttock or in the stomach, the space left between the divided tissues becomes filled with blood and fibrin, which acts as a temporary scaffolding in which granulation tissue is built up. In course of time this temporary scaffolding is gradually replaced by young cicatricial tissue, which gradually increases in quantity till it replaces the cell protoplasm. In course of time this temporary scaffolding is gradually replaced by young cicatricial tissue, which gradually increases in quantity till it replaces the cell protopl the cicatrix. This process only differs from healing by primary union in the  amount  of blood and serum that is present.  Presence of a Foreign Body.  When an aseptic foreign body is present in the tissues, the healing process may be modified. The more highly organised elements of the reparative process, such as silk ligatures, are imperfectly reproduced, the more highly organised elements of the reparative process, such as chromicised cartilage, bone, and tendon, for example, may
2023-04-18 20:39:36,126 [INFO] Epoch 42 of 50
2023-04-18 20:39:43,906 [INFO] Epoch 41 complete. Loss: 0.5527034997940063 saving ./test-gpt2-4/gpt2-epoch-42-2023-04-18 20:32:35.343858
2023-04-18 20:39:45,808 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a wound, for example in the buttock or in the stomach, the space left between the divided tissues becomes filled with blood and fibrin. In the course of the reparative process this blood and f cells migrate into the tissues, where they form a matrix, the type of granulation tissue that is to be studied. Under this matrix the formation of granulation tissue is usually complete, with the exception of fractures of the liver, of the kidney, of the liver fibroblasts, of the kidney fibroblasts, of the kidney fibroblasts, and of the kidney fibroblasts. In the course of the reparative process this matrix becomes consolidated, and the cicatricial tissue which is produced is speedily replaced by fibrous tissue. In the course of the reparative process this tissue becomes consolidated, and the cicatrix undergoes a certain amount of contraction  cicatricial contraction.  Healing of Epidermis.  When an accidentally divided wound is made in the integument under aseptic conditions,
2023-04-18 20:39:45,853 [INFO] Epoch 43 of 50
2023-04-18 20:39:53,566 [INFO] Epoch 42 complete. Loss: 0.4127746820449829 saving ./test-gpt2-4/gpt2-epoch-43-2023-04-18 20:32:35.343858
2023-04-18 20:39:55,492 [INFO] Over-fit check answer: Formation of Granulation Tissue.  The process by which granulation tissue is formed is essentially the same in all tissues, but the extent to which different tissues can carry the recuperative process varies. The most important characteristic of a healthy granulation tissue is the absence of granulation tissue, which can be demonstrated in a recent wound by the presence of granulation tissue in the periphery. Conversely, the extent to which different tissues can carry the rec reparative process varies. The extent to which different tissues can carry the rep varies. Simple structures, such as skin, cartilage, bone, and tendon, for example, are not capable of being regenerated if the reparative process is modified. The process by which repair of fractures takes place is essentially the same in all tissues, but the extent to-shelves is different. The reparative process is essentially the same in all tissues, but the extent to which different tissues can carry the reparative process varies. The extent to which different tissues can carry the reparative process varies. Simple structures, such as skin, cartave, and bone, for example, are not capable of being regenerated if the rep on the surface is
2023-04-18 20:39:55,533 [INFO] Epoch 44 of 50
2023-04-18 20:40:03,873 [INFO] Epoch 43 complete. Loss: 0.46047380566596985 saving ./test-gpt2-4/gpt2-epoch-44-2023-04-18 20:32:35.343858
2023-04-18 20:40:05,652 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a general surgeon, the space left between its edges is filled by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. In course of time the granulation tissue takes on a bluish hue and eventually the gap is filled by young cicatricial tissue, which consists of raw connective tissue with numerous young  capillary loops and fibroblasts. In course of time the cells of the rete Malpighii close to the cut edge begin to sprout on to the surface of the wound, and from them lymph exudes and leucocytes migrate into the tissues. In from twenty-four to thirty-six hours the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides.  Healing of Epidermis.  When an accidentally divided wound is made in virtue of the accidental transference of a few millil
2023-04-18 20:40:05,694 [INFO] Epoch 45 of 50
2023-04-18 20:40:13,905 [INFO] Epoch 44 complete. Loss: 0.41068896651268005 saving ./test-gpt2-4/gpt2-epoch-45-2023-04-18 20:32:35.343858
2023-04-18 20:40:15,777 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a general surgeon, the space left between its edges is filled by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. In course of time the granulation tissue takes on the characters of bone, and in time these become moulded into shape by the fibrous tissue which they form. In course of time the epithelium spreads, and as the granulation tissue is slowly replaced by young cicatricial tissue, which has a peculiar tendency to contract and so to obliterate the blood vessels in it, the scar that is left becomes smooth, pale, and depressed.  Clinical Aspects.  So long as the process of repair is not complicated by infection with micro-organisms, there is no interference with the general health of the patient. The temperature remains normal; the circulatory, gastro-intestinal, nervous, and other functions are undisturbed; locally, the part is cool, of natural colour, free from pain, and free from pain-producing substances,
2023-04-18 20:40:15,817 [INFO] Epoch 46 of 50
2023-04-18 20:40:22,938 [INFO] Epoch 45 complete. Loss: 0.33802056312561035 saving ./test-gpt2-4/gpt2-epoch-46-2023-04-18 20:32:35.343858
2023-04-18 20:40:24,876 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a wound, for example by subcutaneous tenotomy, the space left between its edges is filled by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. In course of time the granulation tissue takes on a bluish hue and eventually the cells become cornified and the epithelium assumes a greyish-white colour. In course of time this becomes cornified and gives way to cicatricial tissue, which consists of raw tissue with numerous oozing epithelium on its surface. In it the growth of epithelium on the surface is rapid, and from time to the end of a few days the epithelium becomes adherent, and in time these become hollow and are filled with blood from the vessels that gave them origin. In course of time this becomes evident that the process of regeneration of the secreting glands in the tissues is essentially the same as in the ideal wound repair.  Healing of Epidermis.  When an accidentally divided wound
2023-04-18 20:40:24,934 [INFO] Epoch 47 of 50
2023-04-18 20:40:32,701 [INFO] Epoch 46 complete. Loss: 0.3490787446498871 saving ./test-gpt2-4/gpt2-epoch-47-2023-04-18 20:32:35.343858
2023-04-18 20:40:34,574 [INFO] Over-fit check answer: Formation of Granulation Tissue.  Formation of Granulation Tissue.  When a fracture of a bone takes place in the wall of a wound, for example by subcutaneous tenotomy, the space left between its edges is filled by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. In course of time the granulation tissue takes on a bluish hue and eventually the cells become cornified and the epithelium assumes a greyish-white colour. In course of time this process is replaced by cicatricial or scar tissue, which gradually increases in quantity till the gap is filled by blood-clot. In course of time the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides. In course of time the cells of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the the gap and form a firmer, but still temporary, connection between the two sides.  Presence of a Foreign
2023-04-18 20:40:34,616 [INFO] Epoch 48 of 50
2023-04-18 20:40:42,973 [INFO] Epoch 47 complete. Loss: 0.3220430016517639 saving ./test-gpt2-4/gpt2-epoch-48-2023-04-18 20:32:35.343858
2023-04-18 20:40:44,831 [INFO] Over-fit check answer: Formation of Granulation Tissue.  The process of repair by primary union, above described, is to be looked upon as the type of all reparative processes, such modifications as are met with depending merely upon incidental differences in the conditions present, such as loss of tissue, infection by micro-organisms, etc.  Granulation Tissue.  The essential and invariable medium of repair in all structures is an elementary form of new tissue known as  granulation tissue, which is produced in the damaged area in response to the irritation caused by injury or disease. The vital reaction induced by such irritation results in dilatation of the vessels of the part, emigration of leucocytes, transudation of lymph, and certain proliferative changes in the fixed tissue cells. These changes are common to the processes of inflammation and repair; no hard-and-fast line can be drawn between these processes, and the two may go on together. The vital reaction induced by such irritation results in dilatation of the vessels of the part, em which is designed to protect the surface from external irritation. This is illustrated by what takes place after excision of the cutaneous epithelium.  Formation of Granulation Tissue.
2023-04-18 20:40:45,101 [INFO] Epoch 49 of 50
2023-04-18 20:40:54,262 [INFO] Epoch 48 complete. Loss: 0.34999093413352966 saving ./test-gpt2-4/gpt2-epoch-49-2023-04-18 20:32:35.343858
2023-04-18 20:40:56,293 [INFO] Over-fit check answer: Formation of Granulation Tissue.  The process by which granulation tissue is formed is essentially the same in all tissues, but the extent to which different tissues can carry the recuperative process varies. The most important characteristic of a healthy granulation tissue is the absence of inflammation, which can be interfered with by injury or disease, and by the presence of foreign substances, which are present in the tissues. The normal process of repair in all structures is essentially the same in all tissues, but the extent to which different tissues can carry the recative process varies. The extent of the reparative process depends upon the extent to which the various tissues can carry the recuperative process. Simple structures, such as skin, cartilage, bone, periosteum, and tendon, for example, have a high power of regeneration, and in them repair mainly takes place by cicatricial fibrous tissue. The epithelium of a tendon, for example, is regenerated in two weeks, and in its place is a tendon containing a minimum amount of tendon fibrous tissue. The epithelium of a tendon under aseptic conditions is regenerated in two weeks, and in its place is a tendon containing
2023-04-18 20:40:56,334 [INFO] Epoch 50 of 50
2023-04-18 20:41:04,105 [INFO] Epoch 49 complete. Loss: 0.31674104928970337 saving ./test-gpt2-4/gpt2-epoch-50-2023-04-18 20:32:35.343858
2023-04-18 20:41:06,043 [INFO] Over-fit check answer: Formation of Granulation Tissue.  The process by which granulation tissue is formed is essentially the same in all tissues, but the extent to which different tissues can carry the recuperative process varies. Simple structures, such as skin, cartilage, bone, periosteum, and tendon, for example, have a high power of regeneration, and in them the reparative process may result in almost perfect restitution to the normal. More complex structures, on the other hand, such as secreting glands, muscle, and the tissues of the central nervous system, are but imperfectly restored, simple cicatricial connective tissue taking the place of what has been lost or destroyed. Any given tissue can be replaced only by tissue of a similar kind, and in a damaged part each element takes its share in the reparative process by producing new material which approximates more or less closely to the normal according to the recuperative capacity of the particular tissue. The normal process of repair may be interfered with by various extraneous agencies, the most important of which are infection by disease-producing micro-organisms, the presence of foreign substances, undue movement of the affected part, and improper applications and dressings.

gpt_qa_training_ouput.txt

2023-04-19 21:22:21,186 [INFO] Total QA dataset rows=52
2023-04-19 21:22:21,186 [INFO] len_train_data=52
2023-04-19 21:22:21,186 [INFO] len_train_data=13
2023-04-19 21:22:22,246 [INFO] Un-freezed layer 8 for training
2023-04-19 21:22:22,246 [INFO] Un-freezed layer 9 for training
2023-04-19 21:22:22,247 [INFO] Un-freezed layer 10 for training
2023-04-19 21:22:22,247 [INFO] Un-freezed layer 11 for training
2023-04-19 21:22:24,013 [INFO] Over-fit check answer before training: What is granulation tissue?  When a wound is made in the integument under aseptic
2023-04-19 21:22:24,014 [INFO] num_train_epochs=200 train_batch_size= 16
2023-04-19 21:22:24,014 [INFO] num_train_steps=600 test_batch_size= 16
2023-04-19 21:22:24,014 [INFO] Epoch 1 of 200
2023-04-19 21:22:24,804 [INFO] Train Epoch 0 complete.Avg Loss: 19.526845693588257
2023-04-19 21:22:28,396 [INFO] Saved Model at ./small3-qa/small3qa-epoch-1-2023-04-19 21:22:20.657661
2023-04-19 21:22:30,690 [INFO] Over-fit check answer: What is granulation tissue?  In granulation tissue, repair mainly takes place by cicatricial tissue, and although a few collecting tubules may be reformed, no regeneration of secreting tissue takes place. After the operation of decapsulation of the kidney a new capsule is formed, and during the process young blood vessels permeate the superficial parts of the kidney and temporarily increase its blood supply, but in the consolidation of the new fibrous tissue these vessels are ultimately obliterated. This does not prove that the operation is useless, as the temporary improvement of the circulation in the kidney may serve to tide the patient over a critical period of renal insufficiency.  Stomach and Intestine.  Provided the peritoneal surfaces are accurately apposed, wounds of the stomach and intestine heal with great rapidity. Within a few hours the peritoneal surfaces are glued together by a thin layer of fibrin and leucocytes, which is speedily organised and replaced by fibrous tissue. Fibrous tissue takes the place of the muscular elements, which are not regenerated. The mucous lining is restored by ingrowth from the margins, and there is evidence that some of the secreting glands may be reproduced.
2023-04-19 21:22:31,446 [INFO] Train and Validation Epoch 0 complete. Averge Loss: 19.526845693588257 Avg Validation Loss  10.643705368041992
2023-04-19 21:22:31,446 [INFO] Epoch 2 of 200
2023-04-19 21:22:32,180 [INFO] Train Epoch 1 complete.Avg Loss: 9.809431910514832
2023-04-19 21:22:36,425 [INFO] Saved Model at ./small3-qa/small3qa-epoch-2-2023-04-19 21:22:20.657661
2023-04-19 21:22:38,705 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces. In each of the divided vessels a clot forms, and extends as far as the nearest collateral branch; and on the surface of the wound there is a microscopic layer of bruised and devitalised tissue. If the wound is closed, the narrow space between its edges is occupied by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. During the first twelve hours, the minute vessels in the vicinity of the wound dilate, and from them lymph exudes and leucocytes migrate into the tissues. In from twenty-four to thirty-six hours, the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides. Each bud begins in the wall of the capillary as a small accumulation of granular protoplasm, which gradually elongates
2023-04-19 21:22:38,789 [INFO] Train and Validation Epoch 1 complete. Averge Loss: 9.809431910514832 Avg Validation Loss  10.373522758483887
2023-04-19 21:22:38,790 [INFO] Epoch 3 of 200
2023-04-19 21:22:39,555 [INFO] Train Epoch 2 complete.Avg Loss: 7.369921326637268
2023-04-19 21:22:44,728 [INFO] Saved Model at ./small3-qa/small3qa-epoch-3-2023-04-19 21:22:20.657661
2023-04-19 21:22:46,966 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces. In each of the divided vessels a clot forms, and extends as far as the nearest collateral branch; and on the surface of the wound there is a microscopic layer of bruised and devitalised tissue. If the wound is closed, the narrow space between its edges is occupied by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. During the first twelve hours, the minute vessels in the vicinity of the wound dilate, and from them lymph exudes and leucocytes migrate into the tissues. In from twenty-four to thirty-six hours, the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides. Each bud begins in the wall of the capillary as a small accumulation of granular protoplasm, which gradually elongates
2023-04-19 21:22:47,055 [INFO] Train and Validation Epoch 2 complete. Averge Loss: 7.369921326637268 Avg Validation Loss  6.810827255249023
2023-04-19 21:22:47,055 [INFO] Epoch 4 of 200
2023-04-19 21:22:47,830 [INFO] Train Epoch 3 complete.Avg Loss: 5.715434908866882
2023-04-19 21:22:52,189 [INFO] Saved Model at ./small3-qa/small3qa-epoch-4-2023-04-19 21:22:20.657661
2023-04-19 21:22:54,421 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces. In each of the divided vessels a clot forms, and extends as far as the nearest collateral branch; and on the surface of the wound there is a microscopic layer of bruised and devitalised tissue. If the wound is closed, the narrow space between its edges is occupied by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. During the first twelve hours, the minute vessels in the vicinity of the wound dilate, and from them lymph exudes and leucocytes migrate into the tissues. In from twenty-four to thirty-six hours, the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides. Each bud begins in the wall of the capillary as a small accumulation of granular protoplasm, which gradually elongates
2023-04-19 21:22:54,511 [INFO] Train and Validation Epoch 3 complete. Averge Loss: 5.715434908866882 Avg Validation Loss  5.730454444885254
2023-04-19 21:22:54,511 [INFO] Epoch 5 of 200
2023-04-19 21:22:55,276 [INFO] Train Epoch 4 complete.Avg Loss: 5.358246803283691
2023-04-19 21:23:00,370 [INFO] Saved Model at ./small3-qa/small3qa-epoch-5-2023-04-19 21:22:20.657661
2023-04-19 21:23:02,637 [INFO] Over-fit check answer: What is granulation tissue?  Grafts of living tissue, such as skin, cartilage, bone, periosteum, and tendon, for example, have a high power of regeneration, and in them the reparative process may result in almost perfect restitution to the normal. More complex structures, on the other hand, such as secreting glands, muscle, and the tissues of the central nervous system, are but imperfectly restored, simple cicatricial connective tissue taking the place of what has been lost or destroyed. Any given tissue can be replaced only by tissue of a similar kind, and in a damaged part each element takes its share in the reparative process by producing new material which approximates more or less closely to the normal according to the recuperative capacity of the particular tissue. The normal process of repair may be interfered with by various extraneous agencies, the most important of which are infection by disease-producing micro-organisms, the presence of foreign substances, undue movement of the affected part, and improper applications and dressings. The effect of these agencies is to delay repair or to prevent the individual tissues carrying the process to the furthest degree of which they are capable. In the
2023-04-19 21:23:02,726 [INFO] Train and Validation Epoch 4 complete. Averge Loss: 5.358246803283691 Avg Validation Loss  4.983117580413818
2023-04-19 21:23:02,726 [INFO] Epoch 6 of 200
2023-04-19 21:23:03,471 [INFO] Train Epoch 5 complete.Avg Loss: 4.344941258430481
2023-04-19 21:23:08,085 [INFO] Saved Model at ./small3-qa/small3qa-epoch-6-2023-04-19 21:22:20.657661
2023-04-19 21:23:10,400 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces. In each of the divided vessels a clot forms, and extends as far as the nearest collateral branch; and on the surface of the wound there is a microscopic layer of bruised and devitalised tissue. If the wound is closed, the narrow space between its edges is occupied by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. During the first twelve hours, the minute vessels in the vicinity of the wound dilate, and from them lymph exudes and leucocytes migrate into the tissues. In from twenty-four to thirty-six hours, the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides. Each bud begins in the wall of the capillary as a small accumulation of granular protoplasm, which gradually elongates
2023-04-19 21:23:10,482 [INFO] Train and Validation Epoch 5 complete. Averge Loss: 4.344941258430481 Avg Validation Loss  5.183990478515625
2023-04-19 21:23:10,482 [INFO] Epoch 7 of 200
2023-04-19 21:23:11,176 [INFO] Train Epoch 6 complete.Avg Loss: 4.542800307273865
2023-04-19 21:23:18,421 [INFO] Saved Model at ./small3-qa/small3qa-epoch-7-2023-04-19 21:22:20.657661
2023-04-19 21:23:20,702 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation tissue is produced in the damaged area in response to the irritation caused by injury or disease.ulation tissue is gradually replaced by granulation tissue, which is produced in the damaged area in response to the irritation caused by injury or disease. The scar that is left becomes smooth, pale, and depressed. This method of healing is sometimes spoken of as "healing by granulation" although, as we have seen, it is by granulation that all repair takes place.  Healing by Union of two Granulating Surfaces.  In gaping wounds union is sometimes obtained by bringing the two surfaces into apposition after each has become covered with healthy granulations. The exudate on the surfaces causes them to adhere, capillary loops pass from one to the other, and their final fusion takes place by the further development of granulation and cicatricial tissue.  Reunion of Parts entirely Separated from the Body.  Small portions of tissue, such as the end of
2023-04-19 21:23:20,785 [INFO] Train and Validation Epoch 6 complete. Averge Loss: 4.542800307273865 Avg Validation Loss  5.84342098236084
2023-04-19 21:23:20,785 [INFO] Epoch 8 of 200
2023-04-19 21:23:21,544 [INFO] Train Epoch 7 complete.Avg Loss: 4.123344600200653
2023-04-19 21:23:29,604 [INFO] Saved Model at ./small3-qa/small3qa-epoch-8-2023-04-19 21:22:20.657661
2023-04-19 21:23:31,892 [INFO] Over-fit check answer: What is granulation tissue?  Formation of Granulation Tissue.  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation tissue, on the other hand, can do neither of these things; it is only capable of acting as a model, or, at the most, as a scaffolding for such mobile tissue elements as may be derived from, the parent tissue with which the graft is in contact: a portion of sterilised marine sponge, for example, may be observed to become permeated with granulation tissue when it is embedded in the tissues. A successful graft of living tissue is not only capable of regeneration, but it acquires a system of lymph and blood vessels, so that in time it bleeds when cut into, and is permeated by new nerve fibres spreading in from the periphery towards the centre. It is instructive to associate the period of survival of the different tissues of the body after death, with their capacity of being used for grafting purposes; the higher tissues such as those of the central nervous system and highly specialised glandular tissues like
2023-04-19 21:23:31,984 [INFO] Train and Validation Epoch 7 complete. Averge Loss: 4.123344600200653 Avg Validation Loss  4.987845420837402
2023-04-19 21:23:31,984 [INFO] Epoch 9 of 200
2023-04-19 21:23:32,762 [INFO] Train Epoch 8 complete.Avg Loss: 3.7350070476531982
2023-04-19 21:23:40,345 [INFO] Saved Model at ./small3-qa/small3qa-epoch-9-2023-04-19 21:22:20.657661
2023-04-19 21:23:42,663 [INFO] Over-fit check answer: What is granulation tissue?  The essential and invariable medium of repair in all structures is an elementary form of new tissue known as  granulation tissue, which is produced in the damaged area in response to the irritation caused by injury or disease. areas of the damaged tissues, under the influence of this irritation, undergo certain proliferative changes, which are designed to restore the normal structure and configuration of the part.ells of the part, under the influence of this irritation, undergo certain proliferative changes, which are designed to restore the normal structure and configuration of the part. The process of regeneration of these tissues under aseptic conditions is essentially the same as in the ideal method of repair.er is more rapid when the process is less complex. The more highly organised elements of the skin, such as the hair follicles, the sweat and sebaceous glands, are imperfectly reproduced; hence the scar remains smooth, dry, and hairless.  Epithelium.  Epithelium is only reproduced from pre-existing epithelium, and, as a rule, from one of a similar type, although metaplastic transformation of cells of one kind of epithelium into another kind can take place.
2023-04-19 21:23:42,756 [INFO] Train and Validation Epoch 8 complete. Averge Loss: 3.7350070476531982 Avg Validation Loss  4.373606204986572
2023-04-19 21:23:42,756 [INFO] Epoch 10 of 200
2023-04-19 21:23:43,423 [INFO] Train Epoch 9 complete.Avg Loss: 3.9800556302070618
2023-04-19 21:23:49,692 [INFO] Saved Model at ./small3-qa/small3qa-epoch-10-2023-04-19 21:22:20.657661
2023-04-19 21:23:51,984 [INFO] Over-fit check answer: What is granulation tissue?  Formation of Granulation Tissue.  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation tissue is produced in the damaged area in response to the irritation caused by injury or disease.ion Tissue. The essential and invariable medium of repair in all structures is an elementary form of new tissue known as  granulation tissue, which is produced in the damaged area in the damaged area.iation tissue is produced in the damaged area when the vital cells of the damaged tissues, under the influence of their growth and development, undergo certain proliferative changes, which are designed to restore the normal structure and configuration of the part.ulation changes are common to the processes of inflammation and repair; no hard-and-fast line can be drawn between these processes, and the two may go on together. These changes are designed to restore the normal structure of the part, and to remedy the patient's disease. Certain tissues take place, for example, in the regeneration of lost portions of cartilage, provided the new tissue is so situated as to
2023-04-19 21:23:52,077 [INFO] Train and Validation Epoch 9 complete. Averge Loss: 3.9800556302070618 Avg Validation Loss  4.491166114807129
2023-04-19 21:23:52,077 [INFO] Epoch 11 of 200
2023-04-19 21:23:52,831 [INFO] Train Epoch 10 complete.Avg Loss: 3.8233153223991394
2023-04-19 21:23:57,157 [INFO] Saved Model at ./small3-qa/small3qa-epoch-11-2023-04-19 21:22:20.657661
2023-04-19 21:23:59,433 [INFO] Over-fit check answer: What is granulation tissue?  When an articular cartilage is divided by incision or by being implicated in a fracture involving the articular end of a bone, it is repaired by ordinary cicatricial fibrous tissue derived from the proliferating cells of the perichondrium.ation of the granulation tissue is usually incomplete, cicatricial tissue taking the place of the glandular substance which has been destroyed.ation of granulation tissue can be best studied clinically in a recent wound which has been packed with gauze. When the plug is introduced, the walls of the cavity consist of raw tissue with numerous oozing blood vessels. On removing the packing on the fifth or sixth day, the surface is found to be covered with minute, red, papillary granulations, which are beginning to fill up the cavity. At the edges the epithelium has proliferated and is covering over the newly formed granulation tissue.ulation tissueulation tissue is gradually replaced by granulation tissue of granulation tissue.ulation tissue is gradually replaced by fibrous tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation is covered by the ingrowth of epithel
2023-04-19 21:23:59,528 [INFO] Train and Validation Epoch 10 complete. Averge Loss: 3.8233153223991394 Avg Validation Loss  4.18172550201416
2023-04-19 21:23:59,528 [INFO] Epoch 12 of 200
2023-04-19 21:24:00,274 [INFO] Train Epoch 11 complete.Avg Loss: 3.6920299530029297
2023-04-19 21:24:04,605 [INFO] Saved Model at ./small3-qa/small3qa-epoch-12-2023-04-19 21:22:20.657661
2023-04-19 21:24:06,890 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation tissue is produced in the damaged area in response to the irritation caused by injury or disease.ation by machinery, such as rough, unsuitable dressings, bandages, or ill-fitting splints, or ill-fitting splints; or by chemical agents in the form of strong lotions or other applications.ation by machinery, such as rough, unsuitable dressings, bandages, or ill-fitting splints; or by chemical agents in the formiology.  Healing by granulation tissue.  In subcutaneous wounds, for example tenotomy, in amputation wounds, and in wounds made in excising tumours or in operating upon bones, the grafts of the graft continue to proliferate, producing new tissue elements to replace those that are lost and making it possible for the graft to become incorporated with the tissue with which it is in contact.ated tissues, on the other hand, can do neither of these things; it is only capable
2023-04-19 21:24:06,994 [INFO] Train and Validation Epoch 11 complete. Averge Loss: 3.6920299530029297 Avg Validation Loss  4.595577239990234
2023-04-19 21:24:06,995 [INFO] Epoch 13 of 200
2023-04-19 21:24:07,709 [INFO] Train Epoch 12 complete.Avg Loss: 3.59915691614151
2023-04-19 21:24:13,225 [INFO] Saved Model at ./small3-qa/small3qa-epoch-13-2023-04-19 21:22:20.657661
2023-04-19 21:24:15,545 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation of granulating surfaces is sometimes obtained by injections of a solution of one per cent. novocain into the line of the lateral and middle cutaneous nerves; the disinfection of the skin is carried out on the usual lines, any chemical agent being finally got rid of, however, by means of alcohol followed by saline solution.ulent discharge of the patient's tissues is said to be the grafting of granulation tissue to fill defects in the dura mater, and interposed between the bones of a joint if the articular cartilage has been destroyed to prevent the occurrence of ankylosis. The divided surfaces of the proposed wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides.ulations of granulation tissue are used to cover defects in the dura mater, which are obtained by injections of a solution of one per cent. novocain into the formation of granulation
2023-04-19 21:24:15,635 [INFO] Train and Validation Epoch 12 complete. Averge Loss: 3.59915691614151 Avg Validation Loss  4.544406890869141
2023-04-19 21:24:15,635 [INFO] Epoch 14 of 200
2023-04-19 21:24:16,346 [INFO] Train Epoch 13 complete.Avg Loss: 3.5766884684562683
2023-04-19 21:24:20,426 [INFO] Saved Model at ./small3-qa/small3qa-epoch-14-2023-04-19 21:22:20.657661
2023-04-19 21:24:22,731 [INFO] Over-fit check answer: What is granulation tissue?  Skin grafting is commonly indicated to be applied to granulating surfaces or to one that is covered with granulations.rafting of granulating surfaces  is commonly indicated to be applied to granulating surfaces. The grafting is carried out when the surface is covered by a uniform layer of healthy granulations and before the inevitable contraction of scar tissue makes itself manifest. Before applying the grafts it is usual to scrape away the granulations until the young fibrous tissue underneath is exposed, but, if the granulations are healthy and can be rendered aseptic, the grafts may be placed on them directly. If it is decided to scrape away the granulations, the oozing must be arrested by pressure with a pad of gauze, a sheet of dental rubber or green protective is placed next the raw surface to prevent the gauze adhering and starting the bleeding afresh when it is removed.rafting of granulating surfaces  is applied to one that is covered by a uniform layer of granulations and that is covered with a uniform layer of the new granulation tissue.rafting of the granulation surface may be carried out when the granulations are covered by a uniform layer of gran
2023-04-19 21:24:22,822 [INFO] Train and Validation Epoch 13 complete. Averge Loss: 3.5766884684562683 Avg Validation Loss  4.175312042236328
2023-04-19 21:24:22,822 [INFO] Epoch 15 of 200
2023-04-19 21:24:23,616 [INFO] Train Epoch 14 complete.Avg Loss: 3.1017593145370483
2023-04-19 21:24:29,072 [INFO] Saved Model at ./small3-qa/small3qa-epoch-15-2023-04-19 21:22:20.657661
2023-04-19 21:24:31,382 [INFO] Over-fit check answer: What is granulation tissue? The process of repair, which is essentially the same in all tissues, is essentially the same in the skin, the same in the body, as are also repair processes in the reparative process.ion.ative process is to restore the normal structure of the part, but also to alleviate the pain caused by such as loss of tissue, infection by micro-organisms, etc. The process by which these changes are effected is essentially the same in all tissues, but the extent to which different tissues can carry the recuperative process varies. Simple structures, such as skin, cartilage, bone, periosteum, and tendon, for example, have a high power of regeneration, and in them the reparative process may result in almost perfect restitution to the normal.ion may be defined as "the grafting of granulation tissue by the production of granulation tissue granulation tissue in the same way as would otherwise be produced from a dry pad of sterilised gauze. Under aseptic conditions repair is complete in from two to three weeks.ation of granulation tissue is complete in from six to eight weeks. The process by which this is effected is essentially the same in
2023-04-19 21:24:31,474 [INFO] Train and Validation Epoch 14 complete. Averge Loss: 3.1017593145370483 Avg Validation Loss  4.351531028747559
2023-04-19 21:24:31,474 [INFO] Epoch 16 of 200
2023-04-19 21:24:32,233 [INFO] Train Epoch 15 complete.Avg Loss: 3.1066100001335144
2023-04-19 21:24:37,209 [INFO] Saved Model at ./small3-qa/small3qa-epoch-16-2023-04-19 21:22:20.657661
2023-04-19 21:24:39,529 [INFO] Over-fit check answer: What is granulation tissue? It is a granulation tissue in the granulation tissue. Healing is more rapid when the granulation tissue is in the young than in the old, the difference is so small that it can only be demonstrated by the most careful observations. The granulation tissue gradually increases in amount till the gap is completely filled up, and that coincidently the epithelium spreads in and covers over its surface. In course of time the epithelium thickens, and as the granulation tissue is slowly replaced by young cicatricial tissue, which has a peculiar tendency to contract and so to obliterate the blood vessels in it, the scar that is left becomes smooth, pale, and depressed. This method of healing is sometimes spoken of as "healing by granulation" although, as we have seen, it is by granulation that all repair takes place.  Healing by granulation Tissue.  In granulation tissue, repair mainly takes place by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ing is only possible by granulation in the granulation tissue from the surface, as the granulation tissue is covered by the ing
2023-04-19 21:24:39,621 [INFO] Train and Validation Epoch 15 complete. Averge Loss: 3.1066100001335144 Avg Validation Loss  3.938805341720581
2023-04-19 21:24:39,621 [INFO] Epoch 17 of 200
2023-04-19 21:24:40,419 [INFO] Train Epoch 16 complete.Avg Loss: 3.2070775032043457
2023-04-19 21:24:46,550 [INFO] Saved Model at ./small3-qa/small3qa-epoch-17-2023-04-19 21:22:20.657661
2023-04-19 21:24:48,906 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation tissue, like the cutaneous epithelium or bone, is only reproduced from pre-existing epithelium, and, as a rule, from one of a similar type, although metaplastic transformation of cells of one kind of epithelium into another kind can take place.ulation tissue, on the other hand, can only be reproduced from such a wound in which the graft consists of only a complete joint and the proliferative process of the grafting of the epithelium to a minimum degree of which the wound between its edges can be firmly united.ulation muscle does not seem to be capable of being regenerated to any but a moderate degree.ulation tissue is only reproduced from a less developed granulation tissue when the granulation tissue is gradually replaced by a fibrous cicatrix. When a wound is made in the integument under aseptic conditions, the process of repair may be modified to an even greater degree by the fibrous tissue.
2023-04-19 21:24:48,989 [INFO] Train and Validation Epoch 16 complete. Averge Loss: 3.2070775032043457 Avg Validation Loss  3.6560373306274414
2023-04-19 21:24:48,989 [INFO] Epoch 18 of 200
2023-04-19 21:24:49,726 [INFO] Train Epoch 17 complete.Avg Loss: 3.1250833868980408
2023-04-19 21:24:56,944 [INFO] Saved Model at ./small3-qa/small3qa-epoch-18-2023-04-19 21:22:20.657661
2023-04-19 21:24:59,260 [INFO] Over-fit check answer: What is granulation tissue? It is a granulation tissue, developed in the damaged area in response to the irritation caused by injury or disease.ulation is only reproduced from pre-existing epithelium, and, as a granulation tissue, it gradually replaced by granulation tissue when necessary.

SURGICAL BACTERIOLOGY The development of granulation and cicatricial tissue, forming granulation tissue, is covered with a fine fibrillated material which gradually increases in thickness till it replaces the tissue. In course of time the epithelium thickens, and as the granulation tissue is slowly replaced by young cicatricial tissue, which has a peculiar tendency to contract and so to obliterate the blood vessels in it, the scar that is left becomes smooth, pale, and depressed.ulation of granulation tissue is replaced by a fibrous cicatrix, developed in the edges. It is produced in the granulation tissue of the part, and the surface is covered by the ingrowth of epithelium from the edges. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. When the granulation
2023-04-19 21:24:59,344 [INFO] Train and Validation Epoch 17 complete. Averge Loss: 3.1250833868980408 Avg Validation Loss  4.349814414978027
2023-04-19 21:24:59,344 [INFO] Epoch 19 of 200
2023-04-19 21:25:00,046 [INFO] Train Epoch 18 complete.Avg Loss: 3.3505663871765137
2023-04-19 21:25:04,506 [INFO] Saved Model at ./small3-qa/small3qa-epoch-19-2023-04-19 21:22:20.657661
2023-04-19 21:25:06,863 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is granulation tissue derived from the proliferating granulation tissue of the parent that is covering the granulation surface.mis grafting is the grafting of granulating surfaces. General characters of  granulation tissue.  granulation tissue is an elementary form of tissue, which is produced in the damaged area in response to the irritation caused by injury or disease.mis formation of granulation surfaces is an intermediary stage in the healing of fractures, and it may also be a favourable stage in the healing of deformities attended with displacement of the edges of the wound caused by various forms of grafting. When an articular cartilage is divided by incision or by being implicated in a fracture involving the articular end of a bone, it is repaired by ordinary cicatricial fibrous tissue derived from the proliferating cells of the perichondrium.mis gradually elongates into a filament containing a nucleus, and the granulation surface may be covered by the ingrowth of epithelium from the edges.mis gradually replaced by cicatricial tissue takes the characters of the epithelium.ulation surface is covered by the ingrowth of epithelium from the
2023-04-19 21:25:06,947 [INFO] Train and Validation Epoch 18 complete. Averge Loss: 3.3505663871765137 Avg Validation Loss  3.9401707649230957
2023-04-19 21:25:06,947 [INFO] Epoch 20 of 200
2023-04-19 21:25:07,659 [INFO] Train Epoch 19 complete.Avg Loss: 3.3619341254234314
2023-04-19 21:25:13,337 [INFO] Saved Model at ./small3-qa/small3qa-epoch-20-2023-04-19 21:22:20.657661
2023-04-19 21:25:15,649 [INFO] Over-fit check answer: What is granulation tissue? A granulating surface is a thin, tough membrane developed in the interior of the parent cell.'s epithelium is regenerated in the same way as that on a cutaneous surface.ulation tissue is produced in the damaged tissues in response to the irritation caused by injury or disease.illiculation tissue is produced in the proliferating cells of the exposed surface to promote healing in an animal.ulation tissue forms cicatricial tissue, and the growth of epithelium on the surface of this granulation tissue is replaced by a fibroblasts growth and cicatricial growth of epithelium.ulation tissue is formed in the granulation tissue.ulation tissue is gradually replaced by cicatricial tissue, and the growth of epithelium on the surface of this granulation tissue is replaced by cicatricial tissue. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. When the plug is introduced, the walls of the cavity consist of raw tissue with numerous oozing blood vessels. On removing the packing on the fifth or sixth day, the surface is found to be covered
2023-04-19 21:25:15,732 [INFO] Train and Validation Epoch 19 complete. Averge Loss: 3.3619341254234314 Avg Validation Loss  3.9403672218322754
2023-04-19 21:25:15,733 [INFO] Epoch 21 of 200
2023-04-19 21:25:16,442 [INFO] Train Epoch 20 complete.Avg Loss: 3.112058937549591
2023-04-19 21:25:20,769 [INFO] Saved Model at ./small3-qa/small3qa-epoch-21-2023-04-19 21:22:20.657661
2023-04-19 21:25:23,081 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a granulating tissue derived from the granulation of the granulation tissue... covered entirely by the ingrowing of the cutaneous epithelium from the margins; or islets, originating in surviving cells of sebaceous glands or sweat glands, or of hair follicles, may spring up in the centre of the raw area. The epithelium of a mucous membrane is regenerated in the same way as that on a cutaneous surface.. covered over by the growing epithelium of a cutaneous surface. may be covered entirely by the ingrowing of the epithelium from the margins. the growth of epithelium on the surface, such as occurs, for example, in the growth of a mucous membrane,ive membrane; andilla heals less rapidly than a granulating surface.ocytes, which have migrated from the vessels, are gradually replaced by fibroblasts, which become elongated and spindle-shaped, and produce in and around them a fine fibrillated material which gradually increases in quantity till it replaces the cell protopl
2023-04-19 21:25:23,165 [INFO] Train and Validation Epoch 20 complete. Averge Loss: 3.112058937549591 Avg Validation Loss  3.941075325012207
2023-04-19 21:25:23,165 [INFO] Epoch 22 of 200
2023-04-19 21:25:23,853 [INFO] Train Epoch 21 complete.Avg Loss: 3.1685678958892822
2023-04-19 21:25:28,689 [INFO] Saved Model at ./small3-qa/small3qa-epoch-22-2023-04-19 21:22:20.657661
2023-04-19 21:25:31,034 [INFO] Over-fit check answer: What is granulation tissue? It consists of granulation tissue, which is produced in the damaged area in response to the irritation caused by injury or disease.iva, or granulation tissue, is a granulation tissue consisting of the granulation tissue of the surface, derived from the proliferating cells of the part, and derived from the damaged areas of the wound.arative process, the healing of cutaneous epithelium, a less rapid healing process in which granulation tissue is built up in the granulation tissue, and is more prolonged.illary granulation tissue is a minute granulation tissue, developed in the granulation tissue. granulation tissue is formed in the granulation tissue towards the cut edge of the wound, the growth of granulation epithelium, and a dense, tough membrane, developed in the granulation tissue. the granulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges. granulationulation tissue is gradually replaced by cicatricial tissue. cutaneous granulation tissue is gradually replaced by granulation tissue. granulation is gradually replaced by the growth of epithelium from the edges. cutaneous
2023-04-19 21:25:31,124 [INFO] Train and Validation Epoch 21 complete. Averge Loss: 3.1685678958892822 Avg Validation Loss  4.466726779937744
2023-04-19 21:25:31,124 [INFO] Epoch 23 of 200
2023-04-19 21:25:31,852 [INFO] Train Epoch 22 complete.Avg Loss: 3.1655850410461426
2023-04-19 21:25:37,217 [INFO] Saved Model at ./small3-qa/small3qa-epoch-23-2023-04-19 21:22:20.657661
2023-04-19 21:25:39,579 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is a thin layer of granulation tissue derived from the proliferative changes of the different forms of the cutaneous epithelium., derived from another animal of the same species. transferred from one parent cell of the parent cell giving rise to another when these resulting epithelium are exposed, and, forming a tube of granulation tissue, they are used to cover defects in the lip, cheek, and conjunctiva. The resulting wound is covered by the ingrowth of epithelium from the edges., from which the granulation tissue is taken, is produced in and around the exposed surface. vessels, while they prefer to have oxygen, are able to live without it, and are called  granulation tissue grafts, derived from an animal of another species. They prefer to have oxygen, and, as a graft, can live without it. They prefer to have oxygen, and it is their will to require oxygen that will tide them over a difficult period of bacterial and protoplasm. and moisture used to cover defects in the lip or cheek, where the graft is placed, does not seem to be necessary to prevent the gauze adher
2023-04-19 21:25:39,662 [INFO] Train and Validation Epoch 22 complete. Averge Loss: 3.1655850410461426 Avg Validation Loss  3.611325740814209
2023-04-19 21:25:39,662 [INFO] Epoch 24 of 200
2023-04-19 21:25:40,461 [INFO] Train Epoch 23 complete.Avg Loss: 2.7544080018997192
2023-04-19 21:25:44,857 [INFO] Saved Model at ./small3-qa/small3qa-epoch-24-2023-04-19 21:22:20.657661
2023-04-19 21:25:47,181 [INFO] Over-fit check answer: What is granulation tissue? a granulating surface is a granulating material, covered with granulations of the essential tissue.. In the granulation tissue, the vital tissue, which is produced from the edges of the wound, is gradually replaced by cicatricial tissue, and the cicatrix undergoes a certain amount of contraction  cicatricial contraction.ulation Healing of Epidermis.ulation of a wound through the granulation tissue is sometimes obtained by bringing the two surfaces into apposition after each has become covered with healthy granulations.ulation between the two surfaces is sometimes obtained by bringing the granulating surfaces into apposition after each has become covered with granulations.ulations between the surfaces are covered by the ingrowth of epithelium from the edges.ulations between the surfaces are covered by the proliferation of epithelium from the granulations.ulation of a wound through the granulation tissue is replaced by cicatricial surface.ulation of a wound through the granulation tissue is covered by theulation of a granulation surface.ulation of a granulation is covered by theulation of a granulation surface. the granulation is covered by a
2023-04-19 21:25:47,273 [INFO] Train and Validation Epoch 23 complete. Averge Loss: 2.7544080018997192 Avg Validation Loss  4.042362213134766
2023-04-19 21:25:47,273 [INFO] Epoch 25 of 200
2023-04-19 21:25:47,898 [INFO] Train Epoch 24 complete.Avg Loss: 3.670215368270874
2023-04-19 21:25:51,196 [INFO] Saved Model at ./small3-qa/small3qa-epoch-25-2023-04-19 21:22:20.657661
2023-04-19 21:25:53,548 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin layer of granulation tissue mixed with a thin, tough membrane, developed in the interior of the wound. This granulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation in the wound of cutaneous epithelium takes place by granulationulationulationulationulationulationulationulationulationing as the young cicatricial surface is covered by the ingrowth of epithelium from the edges.ulationulationulationulationulations of the Cutaneous Nerves.  The wound at one of the divided wound cells is gradually replaced by the proliferation of the epithelium on the surface, and the surface is covered by the ingrowth of the epithelium from the edges.ulationulationulationulation of granulation or cicatricial granulationulationulationulationulationulationing granulationulationulationulationulationulationulation.ulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulationulation
2023-04-19 21:25:53,632 [INFO] Train and Validation Epoch 24 complete. Averge Loss: 3.670215368270874 Avg Validation Loss  4.021387100219727
2023-04-19 21:25:53,632 [INFO] Epoch 26 of 200
2023-04-19 21:25:54,253 [INFO] Train Epoch 25 complete.Avg Loss: 3.3790889382362366
2023-04-19 21:25:59,381 [INFO] Saved Model at ./small3-qa/small3qa-epoch-26-2023-04-19 21:22:20.657661
2023-04-19 21:26:01,686 [INFO] Over-fit check answer: What is granulation tissue?  Small granulation tissue, cutaneous granulations, that is, granulation tissue that is formed from the edges of the wound, which is gradually replaced by cicatricial tissue..ata granulation tissue, derived from the growth of epithelium, which is a granulation tissue.atricial tissue, developed from the surface of the wound, and developed in the proliferative changes of the fixed tissue.ulation tissue, produced in the damaged granulation tissue of the wound, and is replaced by cicatricial tissue. (See article on Transfusion,  Op. Surg., p. 37.) The essential and invariable medium of repair in all structures is an elementary form of new tissue known as  granulation tissue, which is produced in the growth of the granulation tissue.arative tissue forms granulation tissue, derived from the proliferative changes of the proliferative changeshelialised surface.illary granulation tissue, and is replaced by the proliferation of the granulation epithelium. These changes are replaced by a thin cicatrix. This changes the cicatricial tissue retaining its vitality until it has formed an
2023-04-19 21:26:01,780 [INFO] Train and Validation Epoch 25 complete. Averge Loss: 3.3790889382362366 Avg Validation Loss  4.273226737976074
2023-04-19 21:26:01,780 [INFO] Epoch 27 of 200
2023-04-19 21:26:02,493 [INFO] Train Epoch 26 complete.Avg Loss: 2.990998387336731
2023-04-19 21:26:07,757 [INFO] Saved Model at ./small3-qa/small3qa-epoch-27-2023-04-19 21:22:20.657661
2023-04-19 21:26:10,088 [INFO] Over-fit check answer: What is granulation tissue? When a wound is covered with granulations, it assumes a greyish-white colour and eventually the grafts become covered with a hard crust or  scab. The crust of the graft must retain its vitality until it has formed an organic connection with the tissue in which it is placed, so that it may derive the necessary nourishment from its new bed.s can be firmly united in from three to five days, after which it begins to be replaced by cicatricial or scar tissue.s may be placed either on a fresh raw surface or on healthy granulations.-like granulation tissue, derived from the same individual, is gradually replaced by cicatricial tissue, and the growth of epithelium on the surface of the wound rapidly heals and resumes a normal appearance.mis is produced in the same way as that on a cutaneous surface.mis,mis-like granulation tissue, on the other hand, is produced from the same individual.mis or cicatricial granulation tissue, may be considered to be the grafting of another animal of the same species.mis, like the granulation tissue, must retain its vitality
2023-04-19 21:26:10,174 [INFO] Train and Validation Epoch 26 complete. Averge Loss: 2.990998387336731 Avg Validation Loss  3.8319647312164307
2023-04-19 21:26:10,174 [INFO] Epoch 28 of 200
2023-04-19 21:26:10,986 [INFO] Train Epoch 27 complete.Avg Loss: 2.647535502910614
2023-04-19 21:26:16,081 [INFO] Saved Model at ./small3-qa/small3qa-epoch-28-2023-04-19 21:22:20.657661
2023-04-19 21:26:18,411 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the damaged area in response to the irritation caused by injury or disease.iology of wound is less complicated by granulation than many other surgical conditions.

What is granulation? wound is produced in the same way as the raw surface cutaneous epithelium or from the surface in the same wound as that on which it is placed; the cut surfaces are in contact, wound in contact, when a wound is made in the exposed tissue. Under aseptic conditions, for example, the granulation tissue of the rete Malpighii, at the edges of the wound, is covered by the ingrowth of granulation epithelium from the edges.helial cells, on the other hand, can do neither of these things; and the rete Malpighii is considered to be the most suitable temperature for grafting purposes. It is possible for a granulating surface to be covered with granulation tissue, but the process is essentially the same as that employed in skin-grafting. Under aseptic conditions, the growth of granulation epithelium gradually obliterates the granulation tissue, leaving a scar.helium may be covered with
2023-04-19 21:26:18,498 [INFO] Train and Validation Epoch 27 complete. Averge Loss: 2.647535502910614 Avg Validation Loss  4.606322765350342
2023-04-19 21:26:18,498 [INFO] Epoch 29 of 200
2023-04-19 21:26:19,159 [INFO] Train Epoch 28 complete.Avg Loss: 3.3132172226905823
2023-04-19 21:26:23,982 [INFO] Saved Model at ./small3-qa/small3qa-epoch-29-2023-04-19 21:22:20.657661
2023-04-19 21:26:26,291 [INFO] Over-fit check answer: What is granulation tissue?  Healing by granulation. happens when a wound is covered by a uniform layer of healthy granulations and is made to adhere, but can be rendered an artificial granulation surface or to fill up a defect in the scab. is obtained by injections of a solution of one per cent. novocain into the line of the raw surface, the granulation of the razor passing through the tips of the papilla, which appear as tiny red points yielding a fine fibrillated material. The razor is used to straighten out the strips, which are obtained from the front and lateral aspects of the thigh or upper arm, the skin in those regions being pliable and comparatively free from hairs. through the formation of granulation tissue, eventually covered by the ingrowth of epithelium from the edges. begins in the course of a few days, the epithelium gradually covering the granulation tissue. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. In the course of a few days the grafts become adherent, which serves to protect them from injury and to prevent them drying up and cracking by the liberal application
2023-04-19 21:26:26,381 [INFO] Train and Validation Epoch 28 complete. Averge Loss: 3.3132172226905823 Avg Validation Loss  3.752882957458496
2023-04-19 21:26:26,381 [INFO] Epoch 30 of 200
2023-04-19 21:26:27,225 [INFO] Train Epoch 29 complete.Avg Loss: 2.7408764362335205
2023-04-19 21:26:31,653 [INFO] Saved Model at ./small3-qa/small3qa-epoch-30-2023-04-19 21:22:20.657661
2023-04-19 21:26:34,019 [INFO] Over-fit check answer: What is granulation tissue?  Skin grafting of granulating surfaces, the grafting of granulation granulation tissue into a wound, or of skin being taken from one part of the body to another, is used to cover defects in the lip, cheek, and conjunctiva. granulating surfaces, such as the skin, are used to cover defects in the lip, cheek, and conjunctiva. The epidermis gradually thins and gives way, leaving a scar. granulation tissue may be applied to a raw surface or to one that is covered with granulations. Under the influence of bacteria, the development of granulation tissue defects of the lip, cheek, or conjunctiva is covered by a thin layer of epidermis and eventually the epithelium assumes a greyish-white colour.rafts of the lip, cheek, or conjunctiva, may be covered by the ingrowth of epithelium from the margins.rafts of the lip, cheek, or conjulation.rafts of the lip, cheek, or of the scab.rafting of granulation granulation.olding.rafting of granulation granulation surface, such as the
2023-04-19 21:26:34,113 [INFO] Train and Validation Epoch 29 complete. Averge Loss: 2.7408764362335205 Avg Validation Loss  3.7813849449157715
2023-04-19 21:26:34,113 [INFO] Epoch 31 of 200
2023-04-19 21:26:34,900 [INFO] Train Epoch 30 complete.Avg Loss: 2.6582093238830566
2023-04-19 21:26:39,519 [INFO] Saved Model at ./small3-qa/small3qa-epoch-31-2023-04-19 21:22:20.657661
2023-04-19 21:26:41,843 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation tissue is replaced by cicatricial tissue, and cicatricial tissue is covered by the ingrowth of epithelium from the edges.. begins in the wall of the wound, gradually replaced by cicatricial tissue.ulation of the exposed surface can be replaced by cicatricial tissue. the granulation tissue gradually replaces the cicatrix by the epithelium, and cicatricial tissue replaces the cicatrix. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. In highly vascular parts, such as the face, the reparative process is more rapid when the surface is covered by a uniform layer of granulation tissue, and more rapid the wound rapidly heals than a drainage tube in which a drainage tube is used to straighten the gap in the abdominal wall. Under aseptic conditions, for example, the edges of a mucous membrane can be covered entirely by cicatricial tissue, and the vitality of the grafts is replaced by cicatricial tissue.ulation of granulation surfaces can be
2023-04-19 21:26:41,928 [INFO] Train and Validation Epoch 30 complete. Averge Loss: 2.6582093238830566 Avg Validation Loss  3.797071695327759
2023-04-19 21:26:41,928 [INFO] Epoch 32 of 200
2023-04-19 21:26:42,681 [INFO] Train Epoch 31 complete.Avg Loss: 2.7927969694137573
2023-04-19 21:26:47,809 [INFO] Saved Model at ./small3-qa/small3qa-epoch-32-2023-04-19 21:22:20.657661
2023-04-19 21:26:50,160 [INFO] Over-fit check answer: What is granulation tissue? When a wound is made in the integument under aseptic conditions, the granulation tissue gradually increases in amount till the gap is completely filled up, leaving a scar.ulation of granulation surfaces causes them to adhere, capillary loops pass from one to the other, and their final fusion takes place by the further development of granulation and cicatricial tissue.ulation is gradually replaced by cicatricial tissue and cicatricial tissue while the surface is covered by the ingrowth of epithelium from the edges.ulation of granulation surfacesrafts from the surface, the granulation tissue gradually covering the granulations until the gap is completely filled up, leaving a scar.ulation can be best studied clinically in a recent wound which has been packed with gauze.ulation of granulation surfaces forms an artificial granulation surface, in the same way as that employed in skin-grafting.rafting of granulation surfaces is based on the formation of granulation granulation tissue, its growth, and the proliferation of epithelium.ulation gradually fills a gap in the capillary as a thin crust forms, and extends as far as
2023-04-19 21:26:50,247 [INFO] Train and Validation Epoch 31 complete. Averge Loss: 2.7927969694137573 Avg Validation Loss  4.063605308532715
2023-04-19 21:26:50,247 [INFO] Epoch 33 of 200
2023-04-19 21:26:50,935 [INFO] Train Epoch 32 complete.Avg Loss: 2.979593276977539
2023-04-19 21:26:55,489 [INFO] Saved Model at ./small3-qa/small3qa-epoch-33-2023-04-19 21:22:20.657661
2023-04-19 21:26:57,801 [INFO] Over-fit check answer: What is granulation tissue? It is only capable of regeneration in granulation granulation tissue, and through the development of granulation or cicatricial tissue, the surface gradually covered by the ingrowth of epithelium from the edges.ulation is gradually replaced by cicatricial tissue, and the cicatrix eventually replaces the lost tissue.ulation can be replaced only by cicatricial tissue, a thin, tough membrane, derived from the proliferating cells of the perichondrium.cusative cicatricial tissue gradually fills the gap with granulation tissue, and, forming a new wound, is covered by the ingrowth of the epithelium from the edges.ulation on the wound edge can be cut with a sharp hollow-ground razor or with Thiersch's grafting knife, the blade of which is rinsed in alcohol and kept moistened with warm saline solution. The cutting is made easier if the skin is well stretched and kept flat and perfectly steady, the operator's left hand exerting traction on the skin behind, the hands of the assistant on the skin in front, one above and the other below the seat of operation.ulation is
2023-04-19 21:26:57,893 [INFO] Train and Validation Epoch 32 complete. Averge Loss: 2.979593276977539 Avg Validation Loss  4.0237579345703125
2023-04-19 21:26:57,893 [INFO] Epoch 34 of 200
2023-04-19 21:26:58,609 [INFO] Train Epoch 33 complete.Avg Loss: 2.8262144327163696
2023-04-19 21:27:03,746 [INFO] Saved Model at ./small3-qa/small3qa-epoch-34-2023-04-19 21:22:20.657661
2023-04-19 21:27:06,048 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is only used for a superficial superficial wound, but granulation tissue is firmly applied to an extensive raw surface or wound, where it is wanted; its grafting is carried out when the surface is covered by a uniform layer of granulation tissue and gradually replaced by cicatricial tissue.ulations causing defects of skin, cartilage, bone, or even a drainage tube, for example, may be indicated by what takes place after accidents, such as avulsion of the scalp by machinery. The vitality of granulation tissue depends upon the factors that influence it in the one direction or the other. It is possible for a granulating surface or a wound to be covered with granulation tissue in an oozing gauze packing according to the presence or absence of granulation or granulation tissue.ulation tissue, like the granulation tissue in the parent tissue, can be replaced only by cicatricial tissue, and in course of time it replaces a sufficient amount of granulation tissue with cicatricial tissue.ulation takes place in the granulation tissue of the rete Malpighii which is completely regenerated.ulation is replaced only by cicatric
2023-04-19 21:27:06,131 [INFO] Train and Validation Epoch 33 complete. Averge Loss: 2.8262144327163696 Avg Validation Loss  3.5975069999694824
2023-04-19 21:27:06,131 [INFO] Epoch 35 of 200
2023-04-19 21:27:06,847 [INFO] Train Epoch 34 complete.Avg Loss: 2.860726058483124
2023-04-19 21:27:11,370 [INFO] Saved Model at ./small3-qa/small3qa-epoch-35-2023-04-19 21:22:20.657661
2023-04-19 21:27:13,696 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin layer of granulation tissue derived from the granulation tissue of the cutaneous surface. In cutaneous wound, the granulation tissue gradually elongates into a filament containing a nucleus.ulation loops, derived from the edges of the wound, constitute granulation tissue, and, forming a fine fibrillated material, gradually elongates into a filament containing a nucleus.ulation may be elongated in the same way as that on a cutaneous surface or in a wound, but it is woundier the granulation is transformed into scar tissue, and scarier elements of a scab. cut from the edges. Before the wound is formed, the wound is replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation of granulation is gradually replaced by cicatricial tissue, and the surface is covered by the growth of epithelium on the surface, until the gap is filled by a thin layer of granulation tissue. This granulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by cicatricial tissue that is covered with granulation
2023-04-19 21:27:13,784 [INFO] Train and Validation Epoch 34 complete. Averge Loss: 2.860726058483124 Avg Validation Loss  4.198194980621338
2023-04-19 21:27:13,784 [INFO] Epoch 36 of 200
2023-04-19 21:27:14,520 [INFO] Train Epoch 35 complete.Avg Loss: 2.9330908060073853
2023-04-19 21:27:19,381 [INFO] Saved Model at ./small3-qa/small3qa-epoch-36-2023-04-19 21:22:20.657661
2023-04-19 21:27:21,760 [INFO] Over-fit check answer: What is granulation tissue?  Formation of granulation tissue is a modification of the reparative process. Healing by granulation tissue is produced by the proliferation of epithelium on the cut surfaces. This granulation tissue is gradually replaced by cicatricial tissue and the surface is covered by the ingrowth of epithelium from the edges. growth on granulation surfaces gradually replaced by cicatricial tissue, and the granulation tissue gradually fills the gap with granulation tissue. elongation of granulation edge. Thhelium replaces the cicatricial tissue that has been lost and replaced by cicatricial tissue. development of epithelium on granulation surfaces. growth of granulation tissue.What is granulation tissue? Healing by granulation tissue is a modification? growth of granulation tissue is a modification of the reparative process. elongation of granulation surface. The granulation tissue transferred from the edges to the wound surfaces is covered by the ingrowth of the epithelium from the edges.What is granulation tissue
2023-04-19 21:27:21,852 [INFO] Train and Validation Epoch 35 complete. Averge Loss: 2.9330908060073853 Avg Validation Loss  3.5073816776275635
2023-04-19 21:27:21,853 [INFO] Epoch 37 of 200
2023-04-19 21:27:22,589 [INFO] Train Epoch 36 complete.Avg Loss: 2.803192675113678
2023-04-19 21:27:27,189 [INFO] Saved Model at ./small3-qa/small3qa-epoch-37-2023-04-19 21:22:20.657661
2023-04-19 21:27:30,580 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a granulating surface that is covered by the ingrowing of epithelium from the edges. As the granulation tissue is slowly replaced by young cicatricial tissue, which has a peculiar tendency to contract and so to obliterate the granulation tissue, it assumes a greyish-white colour.iology.iology is the process of repair by primary union.illa. After the edges of a wound cannot be approximated either because a greater amount of granulation tissue is required to fill a gap in the wound, or because a greater amount of granulation tissue is required to fill a gap in a gap in a drainage tube. The raw surface is used to fill a gap in a drainage tube but the wound is gradually replaced by granulation tissue when a greater amount of granulation tissue is required to fill a gap in the periphery of the wound.ulation tissue is gradually replaced by the granulation surfaces in the vicinity of the wound, and from them lymph exudes and leucocytes migrate into the tissues.ulation tissue gradually increases in amount till the gap is completely filled up, and the granulation tissue gradually replaces the granulation tissue with a cicatrix
2023-04-19 21:27:30,665 [INFO] Train and Validation Epoch 36 complete. Averge Loss: 2.803192675113678 Avg Validation Loss  3.5640599727630615
2023-04-19 21:27:30,665 [INFO] Epoch 38 of 200
2023-04-19 21:27:31,347 [INFO] Train Epoch 37 complete.Avg Loss: 2.854014217853546
2023-04-19 21:27:36,697 [INFO] Saved Model at ./small3-qa/small3qa-epoch-38-2023-04-19 21:22:20.657661
2023-04-19 21:27:39,092 [INFO] Over-fit check answer: What is granulation tissue?  Healing by granulation is the process by which granulation tissue is formed into a scaffolding to be used by granulation to fill defects in the lip, cheek, and conjunctiva.ulation of granulation surfaces, such as the granulation surface of the face or of the reparative processighricial tissue, serves to protect the surface from external irritation in the same way as would a drainage tube of sterilised gauze.ulation is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation of granulation surfaces gradually increases in thickness until the gap is completely filled by a fine fibrillated material, developed in the lip or cheek, which gradually fills the gap with granulation tissue.ulation gradually fills the gap with a fine fibrillated material, developed in the cheek, the conjunctiva spreads in from the periphery, and eventually replaces the granulation tissue.ulation of granulation surfaces is replaced by cicatricial tissue.ulation of granulation surfaces is replaced by cicatricial tissue.ulation of granulation surfaces is replaced by cicat
2023-04-19 21:27:39,176 [INFO] Train and Validation Epoch 37 complete. Averge Loss: 2.854014217853546 Avg Validation Loss  3.9884233474731445
2023-04-19 21:27:39,176 [INFO] Epoch 39 of 200
2023-04-19 21:27:39,934 [INFO] Train Epoch 38 complete.Avg Loss: 2.409215569496155
2023-04-19 21:27:46,769 [INFO] Saved Model at ./small3-qa/small3qa-epoch-39-2023-04-19 21:22:20.657661
2023-04-19 21:27:49,107 [INFO] Over-fit check answer: What is granulation tissue? Before applying the grafts it is usual to scrape away the granulations until the young fibrous tissue underneath is exposed, but, if the granulations are healthy and can be rendered aseptic, the grafts may be placed on them directly. If it is decided to scrape away the granulations, the formation of granulation tissue, should be replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges..ing.ing up the granulations until the granulations are exposed to the air, when they should be exposed to the air for some time, after which it begins to fill up the cavity.ulation of granulation tissue.ulation tissue of one that is covered with granulation tissue is produced in the formation of cicatricial tissue.ulation on granulation surfaces.ulation on a granulating surface. This granulation is replaced by cicatricial tissue.ulation of granulation tissue.ulation of the surface.ulation of granulation tissue that is covered by granulation.ulation of the granulation surface. vascular granulation of granulation tissue. cicat
2023-04-19 21:27:49,200 [INFO] Train and Validation Epoch 38 complete. Averge Loss: 2.409215569496155 Avg Validation Loss  3.694488763809204
2023-04-19 21:27:49,200 [INFO] Epoch 40 of 200
2023-04-19 21:27:49,902 [INFO] Train Epoch 39 complete.Avg Loss: 2.7498539090156555
2023-04-19 21:27:55,544 [INFO] Saved Model at ./small3-qa/small3qa-epoch-40-2023-04-19 21:22:20.657661
2023-04-19 21:27:57,926 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the growth of epithelium, and in it replaced by cicatricial tissue.ulation tissue is gradually replaced by cicatricial tissue, and the cicatrix gradually assumes a greyish-white colour. This forms a temporary, granulating surface. As a granulation tissue is slowly replaced by cicatricial tissue, cicatricial tissue gradually fills a gap in the cicatrix, and as the cicatrix fills a gap in the cicatrix, cicatricial tissue fills a new cicatrix. In time the cicatrix fills a gap in the cicatrix, and the cicatrix assumes a greyish-white-white colour.ulationulation tissue is gradually replaced by cicatricial tissue, and a greater amount of granulation tissue is required to fill the gap in the cicatrix, but the process is essentially the same as in the ideal method of repair.ulationulation tissue is gradually replaced by cicatricial tissue, and the process is essentially the same as in the ideal method of repair. cicat
2023-04-19 21:27:58,010 [INFO] Train and Validation Epoch 39 complete. Averge Loss: 2.7498539090156555 Avg Validation Loss  4.767841815948486
2023-04-19 21:27:58,010 [INFO] Epoch 41 of 200
2023-04-19 21:27:58,756 [INFO] Train Epoch 40 complete.Avg Loss: 2.4121514558792114
2023-04-19 21:28:05,521 [INFO] Saved Model at ./small3-qa/small3qa-epoch-41-2023-04-19 21:22:20.657661
2023-04-19 21:28:07,837 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation? Healing by granulation? The two most important questions in clinical surgery are as follows (1) does granulation tissue take place in the subcutaneous cellular tissue in which the wound is formed and (2) is it possible for the granulation tissue to take place in the growth of epithelium from the edges of the wound? Healing by granulation is only indicated for wounds where the granulation tissue is gradually replaced by cicatricial tissue, and it is possible for a granulation wound to be covered with granulations.  Healing by granulation of granulating surfaces or of one that is covered with granulations of granulation tissue is replaced by cicatricial tissue.ulation of granulation surfaces is replaced by cicatricial tissue.What is granulation tissue? Healing by granulation tissue? is the role of granulation in the reparative process that is to replace what is lost in the cutaneous cellular tissue.What is granulation? Healing by granulation tissue? is what is replaced by the cicatricial tissue. when a wound is required for grafting purposes, it is replaced by a greater
2023-04-19 21:28:07,930 [INFO] Train and Validation Epoch 40 complete. Averge Loss: 2.4121514558792114 Avg Validation Loss  3.407139778137207
2023-04-19 21:28:07,931 [INFO] Epoch 42 of 200
2023-04-19 21:28:08,606 [INFO] Train Epoch 41 complete.Avg Loss: 2.8589974641799927
2023-04-19 21:28:13,832 [INFO] Saved Model at ./small3-qa/small3qa-epoch-42-2023-04-19 21:22:20.657661
2023-04-19 21:28:16,154 [INFO] Over-fit check answer: What is granulation tissue? Healing is more rapid when the edges of the wound are in contact, when there is a minimum amount of blood-clot between them, when the granulation tissue is gradually replaced by cicatricial tissue and the granulation tissue is gradually replaced by cicatricial tissue. Tuberculosis, tetanus, anthrax, and many other surgical diseases are due to different forms of bacilli. In the same way that a cutaneous surface is covered by granulations, granulation tissue is covered by the ingrowth of epithelium from the edges. Undercutaneous surfaces, like the scalp, the scalp, the face, and even a complete joint, can be covered with granulation tissue, and by granulationulation in the dura mater, through the formation of granulation tissue. The granulation surface is covered by the ingrowth of epithelium from the edges.ulations of granulation tissue, like the granulation of a cutaneous surface or a scabmis, heal less rapidly in the young than in the old, although the difference is so small that it can only be demonstrated by the most careful observations. Bright, dry, and scur
2023-04-19 21:28:16,240 [INFO] Train and Validation Epoch 41 complete. Averge Loss: 2.8589974641799927 Avg Validation Loss  3.8714396953582764
2023-04-19 21:28:16,240 [INFO] Epoch 43 of 200
2023-04-19 21:28:16,984 [INFO] Train Epoch 42 complete.Avg Loss: 2.69939124584198
2023-04-19 21:28:22,369 [INFO] Saved Model at ./small3-qa/small3qa-epoch-43-2023-04-19 21:22:20.657661
2023-04-19 21:28:24,708 [INFO] Over-fit check answer: What is granulation tissue? Simple structures, such as skin, cartilage, bone, or even a complete joint may be covered with granulation tissue, but, as lesions, which can be many forms, can be firmly united in from three to five days.ulation of granulation tissue by granulation tissue-clot forms of granulation tissue does not retain its vitality long enough to fill up the gap in the wound, and is gradually replaced by cicatricial tissue.ulation of granulation tissue by granulation tissue is replaced by cicatricial tissue.arulation by granulation tissue,ulation takes place in a wound in which considerable areas of granulation tissue are exposed, and goes on until the gap is filled by cicatricial tissue. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue.ulation of the granulation tissue gradually fills the gap, and the cicatrix assumes a greyish-white colour.ulation gradually replaces the cicatrix by cicatricial tissue and eventually the granulation tissueas the cicatricial tissue.ulation of granulation tissue takes place as the growth of
2023-04-19 21:28:24,802 [INFO] Train and Validation Epoch 42 complete. Averge Loss: 2.69939124584198 Avg Validation Loss  3.4473657608032227
2023-04-19 21:28:24,802 [INFO] Epoch 44 of 200
2023-04-19 21:28:25,444 [INFO] Train Epoch 43 complete.Avg Loss: 2.9187753200531006
2023-04-19 21:28:30,678 [INFO] Saved Model at ./small3-qa/small3qa-epoch-44-2023-04-19 21:22:20.657661
2023-04-19 21:28:33,031 [INFO] Over-fit check answer: What is granulation tissue?  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces.ulation tissue is produced in the damaged area in the periphery of the wound, and is gradually replaced by cicatricial tissue.helial cells take the place of the proliferative changes making granulation tissue possible.ulation tissue is replaced by cicatricial tissue and the growth of epithelium on the surface, until around the edges the gap is filled by a fine fibrillated material.ulation tissue gradually fills the gap and is replaced by cicatricial tissue.ulation tissue gradually fills the gap until the gap is covered by the ingrowth of epithelium from the edges.ulation tissue gradually fills the gap until the cut edge is exposed and granulation tissue is covered by the ingrowth of the epithelium from the edges.ulation tissue gradually fills the gap until the gap is formed by the ingrowth of the dura mater.ulation tissue gradually fills the gap until the granulation tissue is covered by the ingrowth of
2023-04-19 21:28:33,124 [INFO] Train and Validation Epoch 43 complete. Averge Loss: 2.9187753200531006 Avg Validation Loss  3.8366947174072266
2023-04-19 21:28:33,124 [INFO] Epoch 45 of 200
2023-04-19 21:28:33,907 [INFO] Train Epoch 44 complete.Avg Loss: 2.6456897258758545
2023-04-19 21:28:39,404 [INFO] Saved Model at ./small3-qa/small3qa-epoch-45-2023-04-19 21:22:20.657661
2023-04-19 21:28:41,723 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a thin granulation material which forms in the edges of the wound when the cut surfaces are covered by a uniform layer of granulation tissue. As the granulation tissue is gradually replaced by young cicatricial tissue, which has a peculiar tendency to adhere, the wound rapidly heals and resumes a normal appearance.ulation of raw surfaces causes them to adhere, capillary loops pass from one to the other, and their final fusion takes place by the further development of granulation and cicatricial tissue. In the course of time the wound rapidly heals and resumes a normal appearance, and it is from the proliferation of epithelium that the wound is derived.urium assumes a greyish-white colour and eventually becomes a greyish-whiteish-whiteish-whiteish-whiteish-white.acilli, tetanus, anthrax, and many other surgical diseases are due to different forms of bacilli.  Spirilla, while long and slender, are spiral or wavy. Some move by a screw-like contraction of the protoplasm, some by flagella. The spirochate associated with syphilis (Fig. 36)
2023-04-19 21:28:41,816 [INFO] Train and Validation Epoch 44 complete. Averge Loss: 2.6456897258758545 Avg Validation Loss  3.173734188079834
2023-04-19 21:28:41,816 [INFO] Epoch 46 of 200
2023-04-19 21:28:42,628 [INFO] Train Epoch 45 complete.Avg Loss: 2.5499590635299683
2023-04-19 21:28:47,621 [INFO] Saved Model at ./small3-qa/small3qa-epoch-46-2023-04-19 21:22:20.657661
2023-04-19 21:28:49,967 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin, tough membrane covered with granulation tissue, developed in the granulation tissue of the cut edge that is gradually replaced by the cicatricial tissue until the gap is filled by the cicatricial tissue.ulation tissue is gradually replaced by cicatricial tissue until the gap is filled by the granulation tissue. cicatricial tissue is gradually replaced by cicatricial tissue until the gap is filled by granulation tissue. Fibroblasts. This granulation tissue is produced in the proliferative capacity of the different forms of cicatricial tissue. cicatricial tissue forms a thin, tough membrane that is covered with the growth of epithelium from the edges. Fibroblasts, which become elongated and spindle-shaped, can become elongated and spindle-shaped, and spiral or wavy. This spindle-shaped material forms a fine fibrillated material around the edges of the wound, and gradually fills the gap with granulation tissue until it replaces the granulation tissue with cicatricial tissue. cicatricial tissue is gradually replaced by the c
2023-04-19 21:28:50,059 [INFO] Train and Validation Epoch 45 complete. Averge Loss: 2.5499590635299683 Avg Validation Loss  3.664047956466675
2023-04-19 21:28:50,059 [INFO] Epoch 47 of 200
2023-04-19 21:28:50,769 [INFO] Train Epoch 46 complete.Avg Loss: 2.6241697669029236
2023-04-19 21:28:55,337 [INFO] Saved Model at ./small3-qa/small3qa-epoch-47-2023-04-19 21:22:20.657661
2023-04-19 21:28:57,692 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a granulation tissue covering the granulation surfaces., beginning in the granulation tissue from the edges, gradually replaces the granulations with a fine fibrillated material. As the granulation tissue is replaced by new granulation tissue, it assumes a greyish-white colour and eventually the formation of the capillaries. This granulation tissue is gradually replaced by a fine fibrillated material. This eventually forms a greyish-white tube of granulation tissue. changes into cicatricial tissue, and eventually into cicatricial tissue.? This tissue is gradually replaced by cicatricial tissue until it replaces the cicatricial tissue.How does a scab become white? As a granulation surface is covered with granulation tissue, the granulation tissue begins to fill up the gap with a thin pink pellicle.How does a wound fill up a wound? Healing by granulation tissue is more rapid when the edges are in contact, when there is a minimum amount of blood-clot between them, when the granulation tissue is in contact, when the granulation tissue is in the vitality
2023-04-19 21:28:57,784 [INFO] Train and Validation Epoch 46 complete. Averge Loss: 2.6241697669029236 Avg Validation Loss  3.5425140857696533
2023-04-19 21:28:57,784 [INFO] Epoch 48 of 200
2023-04-19 21:28:58,465 [INFO] Train Epoch 47 complete.Avg Loss: 2.687380611896515
2023-04-19 21:29:01,893 [INFO] Saved Model at ./small3-qa/small3qa-epoch-48-2023-04-19 21:22:20.657661
2023-04-19 21:29:04,238 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is the granulation tissue that is produced in the edges of the wound when it is exposed to air. The first granulation tissue is an elementary material, which is produced in the centre of a wound when the surface is covered by a uniform layer of granulations and eventually replaced by cicatricial tissue. This replaces the granulation tissue with young cicatricial tissue, which has a peculiar tendency to contract and fill up the gap with blood-clot.ulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation tissue is gradually replaced by cicatricial tissue and the surface is covered by the formation of cicatricial tissue around the wound, until in the course of time the crust separates, leaving a scar.ulation tissue gradually increases in thickness until the gap is filled by cicatricial tissue.ulation tissue is gradually replaced by cicatricial tissue until the gap is filled by cicatricial tissue. cicatricial tissue takes the place of the granulation tissue, and as the crust separates, it
2023-04-19 21:29:04,323 [INFO] Train and Validation Epoch 47 complete. Averge Loss: 2.687380611896515 Avg Validation Loss  3.7172207832336426
2023-04-19 21:29:04,323 [INFO] Epoch 49 of 200
2023-04-19 21:29:05,103 [INFO] Train Epoch 48 complete.Avg Loss: 2.2850914299488068
2023-04-19 21:29:09,925 [INFO] Saved Model at ./small3-qa/small3qa-epoch-49-2023-04-19 21:22:20.657661
2023-04-19 21:29:12,267 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is produced in the damaged cells of the damaged surface, and is produced in and around the edges of the wound, which serves to protect the surface from external irritation in the same way as the granulation tissue on a cut wound. As the granulation tissue is gradually replaced by cicatricial tissue, which has a peculiar tendency to contract and fill the gap in the wound there is a certain amount of serous or sero-purulent discharge. This forms a temporary uniting medium between the two sides of the wound, and serves to protect the surface from external irritation in the same way as the granulation tissue. Capillary loops grow into the coagulum, and migrated leucocytes from the adjacent blood vessels destroy the red corpuscles, and are in turn disposed of by the developing fibroblasts, which by their growth and proliferation fill up the gap with young cicatricial tissue. Fibroblasts, which can live for some time after the edges of the wound are exposed to the air, while their surroundings, such as the ovary or thyreoid, retain vitality for some time after being exposed to the air for some time, can be successfully used
2023-04-19 21:29:12,360 [INFO] Train and Validation Epoch 48 complete. Averge Loss: 2.2850914299488068 Avg Validation Loss  3.768491506576538
2023-04-19 21:29:12,361 [INFO] Epoch 50 of 200
2023-04-19 21:29:13,108 [INFO] Train Epoch 49 complete.Avg Loss: 2.3401618897914886
2023-04-19 21:29:18,897 [INFO] Saved Model at ./small3-qa/small3qa-epoch-50-2023-04-19 21:22:20.657661
2023-04-19 21:29:21,237 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulation tissue is not only capable of regeneration, but it acquires a system of lymph and blood vessels, so that in time it bleeds when cut into, and is permeated by new nerve fibres spreading in from the periphery towards the centre.ation of the cut edge can be firmly united in from three to five days, and can be firmly united in from the periphery towards the wound surface by the edges of the gap or through the presence of a thin layer of bruised or devitalised granulations.ulation by granulation tissue, its transformation into cicatricial tissue, and the growth of epithelium on the surface, eventually become covered by the ingrowth of epithelium from the edges.ulation of granulation tissue is replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation of the granulation tissue gradually fills the gap and replaces the granulation tissue by cicatricial tissue.ulation of the surface is gradually replaced by cicatricial tissue until the gap is filled by cicatricial tissue.ulation of the wound by gran
2023-04-19 21:29:21,328 [INFO] Train and Validation Epoch 49 complete. Averge Loss: 2.3401618897914886 Avg Validation Loss  3.8139052391052246
2023-04-19 21:29:21,328 [INFO] Epoch 51 of 200
2023-04-19 21:29:22,049 [INFO] Train Epoch 50 complete.Avg Loss: 2.509021043777466
2023-04-19 21:29:29,041 [INFO] Saved Model at ./small3-qa/small3qa-epoch-51-2023-04-19 21:22:20.657661
2023-04-19 21:29:31,356 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin, tough membrane developed in the tissues of the parent cell. Spores are remarkable for their vitality, and for the resistance they offer to the action of heat and chemical germicides. Bacteria require oxygen, moisture, and oxygen, but can live without these elements.ulation is only reproduced from pre-existing epithelium, and a wound in virtue of the granulation tissue is exposed to the air, until it replaces the cell protoplasm.mis is produced in the periphery of the wound where the gap is exposed and is covered by the ingrowth of epithelium from the edges.mis gradually fills the gap and covers the granulation tissue.ulations are covered by the ingrowing of the capillaries and of the rete Malpighii which is the most important member of this group.ulation of granulation tissue is effected by the development of granulation tissue around a wound or by the growth of epithelium from the edges.ulation of granulation tissue is replaced by cicatricial tissue, and the cicatricial tissue gradually fills the gap and is covered by the proliferation of epithelium from the edges.
2023-04-19 21:29:31,447 [INFO] Train and Validation Epoch 50 complete. Averge Loss: 2.509021043777466 Avg Validation Loss  3.447964668273926
2023-04-19 21:29:31,448 [INFO] Epoch 52 of 200
2023-04-19 21:29:32,134 [INFO] Train Epoch 51 complete.Avg Loss: 2.7094770073890686
2023-04-19 21:29:39,701 [INFO] Saved Model at ./small3-qa/small3qa-epoch-52-2023-04-19 21:22:20.657661
2023-04-19 21:29:42,051 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a thin, tough membrane, developed in the interior of the parent cell. An extensive formation of capillary loops and fibroblasts takes place towards the free surface, and goes on until the gap is filled by a fine velvet-like mass of granulation tissue. This granulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.. eventually fills up the gap with a fine fibrillated material which gradually fills up the granulation tissue. covered by the ingrowth of epithelium from the edges. covered by cicatricial tissue. covered by the ingrowth of epithelium from the edges. This granulation tissue gradually fills up the granulation surface. This granulation tissue is gradually replaced by cicatricial tissue. surface is covered by the ingrowth of epithelium from the edges. granulation tissue is gradually replaced by cicatricial tissue. surface is covered by the developing fibroblasts of the epithelium.ulation tissue is covered by the proliferation of epithelium from the edges.
2023-04-19 21:29:42,142 [INFO] Train and Validation Epoch 51 complete. Averge Loss: 2.7094770073890686 Avg Validation Loss  3.5355491638183594
2023-04-19 21:29:42,142 [INFO] Epoch 53 of 200
2023-04-19 21:29:42,939 [INFO] Train Epoch 52 complete.Avg Loss: 2.223726987838745
2023-04-19 21:29:50,332 [INFO] Saved Model at ./small3-qa/small3qa-epoch-53-2023-04-19 21:22:20.657661
2023-04-19 21:29:52,662 [INFO] Over-fit check answer: What is granulation tissue? Under aseptic conditions, in highly vascular parts, such as the face, the reparative process goes on with rapidity, and even extensive wounds may be firmly united in from three to five days. Where the granulation tissue is at first insensitive or has been covered by aseptic membrane, the formation of cicatricial tissue gradually fills the gap and eventually replaces the granulation tissue.cus.mis is a minute mass of granulation tissue with numerous young cicatricial loops. As the gap is filled by a fine fibrillated material, the granulation tissue gradually fills the gap and assumes a greyish-white colour.mis is gradually replaced by cicatricial tissue, and the cicatricial tissue gradually fills the gap until the gap is filled by a greyish-white pellicle.ulation tissue gradually fills the gap, and gradually replaces the cicatricial tissue.ulation is gradually replaced by cicatricial tissue.ulation of the surface of the wound occurs as the granulation tissue is replaced by cicatricial tissue.ulation is replaced by the growth of epithelium,
2023-04-19 21:29:52,751 [INFO] Train and Validation Epoch 52 complete. Averge Loss: 2.223726987838745 Avg Validation Loss  4.134949207305908
2023-04-19 21:29:52,751 [INFO] Epoch 54 of 200
2023-04-19 21:29:53,490 [INFO] Train Epoch 53 complete.Avg Loss: 2.499166250228882
2023-04-19 21:29:59,465 [INFO] Saved Model at ./small3-qa/small3qa-epoch-54-2023-04-19 21:22:20.657661
2023-04-19 21:30:01,804 [INFO] Over-fit check answer: What is granulation tissue?  Grafts of raw surfaces are commonly considered granulation tissues, which is produced in the granulation tissue of the formation of the wound. Under aseptic conditions, there is a certain amount of serous or sero-purulent discharge, which forms on the edges of the wound, passing through the tips of the papilla, passing through the tips of the papilla, passing through the tips of the papilla, and eventually passing through the tissues. surface is covered by the ingrowth of epithelium from the edges. surface gradually fills up the granulation tissue, until the epithelium has formed a thin crust or scab. surface gradually fills the granulation tissue, and the wound is exposed, but can be firmly united by cicatricial tissue. tips of the papilla eventually fill the gap and form a fine fibrillated material around the edges. The wound eventually heals and is covered by cicatricial tissue. areas of granulation tissue, such as the end of a tendon, the surface of the tendon, and the surface of the tendon where the tendon is divided, are covered with cicatricial tissue until the
2023-04-19 21:30:01,889 [INFO] Train and Validation Epoch 53 complete. Averge Loss: 2.499166250228882 Avg Validation Loss  3.4948205947875977
2023-04-19 21:30:01,889 [INFO] Epoch 55 of 200
2023-04-19 21:30:02,615 [INFO] Train Epoch 54 complete.Avg Loss: 2.492362082004547
2023-04-19 21:30:09,112 [INFO] Saved Model at ./small3-qa/small3qa-epoch-55-2023-04-19 21:22:20.657661
2023-04-19 21:30:11,396 [INFO] Over-fit check answer: What is granulation tissue? It is produced in the granulation tissue of the granulation surfaces. As the granulation tissue is gradually replaced by cicatricial tissue, which has a greyish-white color and eventually replaces the cicatrix.ata lata, in granulation vessels, and eventually eventually white fibrous tissue.atricial tissue takes the place of the scab and eventually the cicatrix.atricial tissue takes the place of the tendon and the tendon fibres.atrix is only reproduced from pre-existing tendon, and the cicatrix of the tendon, while it is still capable of producing an articular cartilage, may be replaced by bone.atraxum is a small superficial wound cut into the dura mater, and there is a greater amount of granulation tissue taking place in the subcutaneous tissue, and eventually into the granulation tissue.atricial tissue is gradually replaced by cicatricial tissue until it replaces the tendon, and the cicatrix.acilli.atricial tissue is gradually replaced by fibrous tissue, and the surface is covered by the ingrowth of epithelium
2023-04-19 21:30:11,482 [INFO] Train and Validation Epoch 54 complete. Averge Loss: 2.492362082004547 Avg Validation Loss  3.8444137573242188
2023-04-19 21:30:11,483 [INFO] Epoch 56 of 200
2023-04-19 21:30:12,230 [INFO] Train Epoch 55 complete.Avg Loss: 2.2519519925117493
2023-04-19 21:30:20,460 [INFO] Saved Model at ./small3-qa/small3qa-epoch-56-2023-04-19 21:22:20.657661
2023-04-19 21:30:22,773 [INFO] Over-fit check answer: What is granulation tissue? Healing of granulation tissue is exactly comparable to that in skin. occurs when a thin layer of granulation tissue is exposed to air, and is gradually replaced by cicatricial tissue, until the surface is covered by the ingrowth of epithelium from the edges. This modification of granulation tissue can be best studied clinically in a recent wound which has been packed with gauze. When the packing is removed, the granulations of the rete Malpighii begin to fill up the cavity. As lymph and leucocytes escape from the exposed surface there is a certain amount of serous or sero-purulent discharge. on examining the wound at intervals of a few days, it is found that the granulation tissue gradually fills up the gap until the gap is filled by a fine fibrillated material which gradually fills the granulation surface with granulation tissue.ulating tissue is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ulation of granulation tissue is replaced by cicatricial tissue passing from one surface to another, and the surface is covered by the ingrowth of
2023-04-19 21:30:22,858 [INFO] Train and Validation Epoch 55 complete. Averge Loss: 2.2519519925117493 Avg Validation Loss  4.183645725250244
2023-04-19 21:30:22,858 [INFO] Epoch 57 of 200
2023-04-19 21:30:23,521 [INFO] Train Epoch 56 complete.Avg Loss: 2.77922123670578
2023-04-19 21:30:30,700 [INFO] Saved Model at ./small3-qa/small3qa-epoch-57-2023-04-19 21:22:20.657661
2023-04-19 21:30:32,995 [INFO] Over-fit check answer: What is granulation tissue? Healing is the reparative process by which granulation tissue is replaced by cicatricial tissue, and in time these fill a gap in granulation tissue that cannot be approximated due to loss of tissue or loss of tissue.? The proliferative tissue gradually fills the gap, and in time these fill a gap in the reparative process by producing new material which approximates the normal according to the wound.What is the process of healing by granulation? Healing is essentially the reparative process by which granulation tissue is replaced by cicatricial tissue to fill a gap in granulation tissue that can be approximated due surface wound, which is covered by the ingrowth of epithelium from the edges. covered by the ingrowth of epithelium from the edges of the wound exposed to air, air-bells, and improper applications. onto the wound, and serves to cover the granulation surface from the edges until the gap is filled by cicatricial tissue.What is the scar? Healing is the reparative process by which granulation tissue is replaced by granulating tissue to fill a gap in the gran
2023-04-19 21:30:33,088 [INFO] Train and Validation Epoch 56 complete. Averge Loss: 2.77922123670578 Avg Validation Loss  3.7585794925689697
2023-04-19 21:30:33,088 [INFO] Epoch 58 of 200
2023-04-19 21:30:33,770 [INFO] Train Epoch 57 complete.Avg Loss: 2.5524815917015076
2023-04-19 21:30:40,764 [INFO] Saved Model at ./small3-qa/small3qa-epoch-58-2023-04-19 21:22:20.657661
2023-04-19 21:30:43,072 [INFO] Over-fit check answer: What is granulation tissue? A granulating surface is a thin layer of granulation tissue mixed with granulation tissue and the growth of epithelium, until in the course of time the granulation tissue gradually fills the gap with young cicatricial tissue. transforming granulation tissue into cicatricial tissue is gradually replaced by cicatricial tissue and cicatricial tissue is covered by the growth of epithelium on the surface, leaving a scar. cicatricial tissue takes the place of the granulation tissue, and eventually white fibrous tissue covered by the granulation tissue separates into cicatricial tissue, and eventually the cicatricial tissue separates into cicatricial tissue. transforming granulation tissue into cicatricial tissue is gradually replaced by cicatricial tissue.avy tissue in the wall of the wound.ibrillated material forms around the wound, and serves to protect the surface from external irritation in the same way as a scab. The spirochate associated with the wound and the formation of granulation tissue around the wound, has a peculiar tendency
2023-04-19 21:30:43,165 [INFO] Train and Validation Epoch 57 complete. Averge Loss: 2.5524815917015076 Avg Validation Loss  3.869264841079712
2023-04-19 21:30:43,165 [INFO] Epoch 59 of 200
2023-04-19 21:30:43,867 [INFO] Train Epoch 58 complete.Avg Loss: 2.542387902736664
2023-04-19 21:30:48,738 [INFO] Saved Model at ./small3-qa/small3qa-epoch-59-2023-04-19 21:22:20.657661
2023-04-19 21:30:51,080 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the granulation tissue of the abdominal wall until it is replaced by cicatricial tissue. Building around a wound in the subcutaneous tissue of the abdominal wall until it replaces a tendon or bone. Connective tissue, such as fat, cartilage, and bone, retain their vitality for several hours until incorporated by cicatricial tissue. Connective tissue, on the other hand, can be replaced only by cicatricial tissue, and it is possible for a greater amount of granulation tissue to fill a gap in a wound than a minimum thickness of the tissue to fill a gap in a scab. The raw surface is gradually replaced by cicatricial tissue until the gap is filled by cicatricial tissue. How does a tendon or bone become incorporated with a tendon? loutous surface. transformed into tendon, and the muscle fibres which develop from its proliferation into tendon fibres. where the tendon is not covered by a uniform layer of scab tissue when cut from the abdominal wall until it is replaced by a fibrous cicatrix.
2023-04-19 21:30:51,176 [INFO] Train and Validation Epoch 58 complete. Averge Loss: 2.542387902736664 Avg Validation Loss  3.961934804916382
2023-04-19 21:30:51,176 [INFO] Epoch 60 of 200
2023-04-19 21:30:51,864 [INFO] Train Epoch 59 complete.Avg Loss: 2.5114206671714783
2023-04-19 21:30:56,118 [INFO] Saved Model at ./small3-qa/small3qa-epoch-60-2023-04-19 21:22:20.657661
2023-04-19 21:30:58,428 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab or through a scab should be considered when the wound is exposed to air, mediate a hard crust or scab, or to adhere to a scab or to another, but, in the management of wounds of the scalp by granulation, it is necessary to protect the scalp by the presence of granulation tissue. In the management of wounds involving the scalp by granulation, it is necessary to eliminate various forms of bacteria, putrefactive or otherwise; and, the development of alcoholism, syphilis, scurvy, or alcoholism. pathogenic bacteria. shape of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. growth of bacteria. surface. growth of a drainage tube or gauze packing. growth of a cutaneous surface. development of granulation and cicatricial tissue.atricial tissue.atricial tissue. bacilli.indle-shaped bacteria.illicle.mis or wavy forms.rafts
2023-04-19 21:30:58,518 [INFO] Train and Validation Epoch 59 complete. Averge Loss: 2.5114206671714783 Avg Validation Loss  3.746323585510254
2023-04-19 21:30:58,518 [INFO] Epoch 61 of 200
2023-04-19 21:30:59,234 [INFO] Train Epoch 60 complete.Avg Loss: 2.3829423785209656
2023-04-19 21:31:03,124 [INFO] Saved Model at ./small3-qa/small3qa-epoch-61-2023-04-19 21:22:20.657661
2023-04-19 21:31:05,486 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulating tissue is only covered by a thin layer of fibrin and leucocytes, which is covered by the ingrowth of epithelium from the edges.. around the edges of the wound begin to sprout on to the surface of the wound, and by their proliferation gradually cover the granulations with a thin pellicle. through the growth of epithelium on the granulation tissue, leaving a scar. exposed to air, for example, forms a hard crust or scab. through the growth of epithelium on the edges. in the development of epithelium. onto a wound there is a scar. that is covered by the ingrowth of the epithelium from the edges. develop into typical granulation tissue, until the scab eventually separates, leaving a scar. which has been destroyed. that is covered with the cutaneous epithelium.ulations,s which appear as tiny red points yielding a scab.s, which can be pulled out in the scab, by the formation of epithelium from the granulation tissue.s which appear as tiny white
2023-04-19 21:31:05,580 [INFO] Train and Validation Epoch 60 complete. Averge Loss: 2.3829423785209656 Avg Validation Loss  3.4074018001556396
2023-04-19 21:31:05,580 [INFO] Epoch 62 of 200
2023-04-19 21:31:06,277 [INFO] Train Epoch 61 complete.Avg Loss: 2.4780867099761963
2023-04-19 21:31:09,896 [INFO] Saved Model at ./small3-qa/small3qa-epoch-62-2023-04-19 21:22:20.657661
2023-04-19 21:31:12,217 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the periphery of the wound by the formation of granulation tissue, which gradually fills the wound with granulation tissue until the gap is filled by a fine velvet-like mass of granulation tissue. This granulation tissue forms a fine fibrillated material around the wound, leaving a scar. This formation of granulation tissue is replaced by cicatricial tissue, and the cicatricial tissue gradually fills the gap until the gap is filled by a fine fibrillated material. tissue is produced in the periphery of the wound by the formation of granulation tissue, which gradually fills over a fine fibrillated material. This eventually forms white fibrous tissue, covered by the ingrowth of epithelium from the edges. epithelium is produced in the periphery of the wound by the formation of granulation tissue around a granulating surface. cells remain in pairs, producing fine fibrillated material around them, and forming white fibrous tissue spreading in from the periphery towards the centre. cells are eventually replaced by cicatricial tissue, and their final fusion takes place by cicatricial tissue.
2023-04-19 21:31:12,309 [INFO] Train and Validation Epoch 61 complete. Averge Loss: 2.4780867099761963 Avg Validation Loss  3.2003114223480225
2023-04-19 21:31:12,309 [INFO] Epoch 63 of 200
2023-04-19 21:31:12,981 [INFO] Train Epoch 62 complete.Avg Loss: 2.5015353560447693
2023-04-19 21:31:18,182 [INFO] Saved Model at ./small3-qa/small3qa-epoch-63-2023-04-19 21:22:20.657661
2023-04-19 21:31:20,518 [INFO] Over-fit check answer: What is granulation tissue? In granulation tissues, the granulation tissue forms a thin gelatinous envelope, gradually replaced by cicatricial tissue, and eventually replaces the granulation tissue by cicatricial tissue. Leucocytes, which have wandered from the vessels, are gradually replaced by fibroblasts, which become elongated and spindle-shaped, and produce fine fibrillated material around them. In time the fine fibrillated material forms white fibrous tissue, which gradually fills the gap with granulation tissue, until the gap is filled by a fine fibrillated material. Fibroblasts, which have wandered from the vessels, are gradually replaced by cicatricial tissue, and eventually fill the gap by a fine fibrillated material. Tharulation tissue, which replaces the granulation tissue in the edges of the wound, leaving a scar, serves to protect the surface from external irritation in the same way as the granulation tissue except that it is gradually replaced by cicatricial tissue until the wound is covered by the papilla, which is covered by the ingrowth of epithelium from the edges. Connective tissue, on the
2023-04-19 21:31:20,612 [INFO] Train and Validation Epoch 62 complete. Averge Loss: 2.5015353560447693 Avg Validation Loss  3.9376766681671143
2023-04-19 21:31:20,612 [INFO] Epoch 64 of 200
2023-04-19 21:31:21,458 [INFO] Train Epoch 63 complete.Avg Loss: 2.0143776535987854
2023-04-19 21:31:25,241 [INFO] Saved Model at ./small3-qa/small3qa-epoch-64-2023-04-19 21:22:20.657661
2023-04-19 21:31:27,593 [INFO] Over-fit check answer: What is granulation tissue? As an articular tissue, it replaces the granulation tissue with the epithelium until in the course of time the granulation tissue gradually separates, leaving a scar.acatricial tissue forms, leaving a scar that is regenerated into typical cicatricial tissue.atricial tissue is produced from the proliferation of the edges of the wound by the growth of epithelium from the edges of the wound towards the periphery, leaving a scar.arulation tissue is produced from the proliferation of granulation tissue, until the gap is filled by a fine fibrillated material which gradually fills the granulation tissue. This replaces the granulation tissue with a greyish-white colour.cellular tissue is produced from the formation of granulation tissue around the edges of the wound by the growth of epithelium from the tips of the papilla.atricial tissue is produced from the proliferation of the granulation tissue around the edges of the wound by the growth of the epithelium from the tips of the papilla. This replaces the granulation tissue with a greyish-white.cellular tissue forms white fibrous tissue, the cells of which are derived
2023-04-19 21:31:27,679 [INFO] Train and Validation Epoch 63 complete. Averge Loss: 2.0143776535987854 Avg Validation Loss  4.375741958618164
2023-04-19 21:31:27,680 [INFO] Epoch 65 of 200
2023-04-19 21:31:28,408 [INFO] Train Epoch 64 complete.Avg Loss: 2.2555964589118958
2023-04-19 21:31:33,241 [INFO] Saved Model at ./small3-qa/small3qa-epoch-65-2023-04-19 21:22:20.657661
2023-04-19 21:31:35,582 [INFO] Over-fit check answer: What is granulation tissue? In granulation tissue, it is an organic material covered with the growth of epithelium or epithelium from the edges. This is produced by the formation of granulation tissue, the growth of epithelium on the surface, the growth of leucocytes, and certain proliferative changes in the fixed tissue. Eucocytes, while they prefer to have oxygen, are still capable of producing oxygen, and producing new material forms. Fibroblasts are large irregular nucleated cells derived mainly from the proliferation of the fixed connective-tissue cells of the part, and to a less extent from the proliferation of the edges. The growth of epithelium on the granulating tissue is replaced by cicatricial tissue, and the growth of epithelium on the granulating surface is replaced by cicatricial tissue. Fibroblasts are remarkable for their capacity of producing new material forms. They multiply by fission; and when a wound is made in the integument under aseptic conditions, the epithelium of the proliferating surface forms a new tendon under aseptic conditions. Fibroblasts are rod-shaped, averaging about 1 µ
2023-04-19 21:31:35,677 [INFO] Train and Validation Epoch 64 complete. Averge Loss: 2.2555964589118958 Avg Validation Loss  3.792651891708374
2023-04-19 21:31:35,677 [INFO] Epoch 66 of 200
2023-04-19 21:31:36,443 [INFO] Train Epoch 65 complete.Avg Loss: 2.167907953262329
2023-04-19 21:31:41,240 [INFO] Saved Model at ./small3-qa/small3qa-epoch-66-2023-04-19 21:22:20.657661
2023-04-19 21:31:43,587 [INFO] Over-fit check answer: What is granulation tissue? In granulation tissue, it is produced by the formation of granulation tissue, the growth of epithelium, and the growth of epithelium until the gap is filled by a fine fibrillated material. This replaces the granulation tissue with a scab. This forms a fine fibrillated material which gradually fills the gap with granulation tissue until the gap is filled by cicatricial tissue. spreading around the granulation tissue until it replaces the granulation tissue with a cicatricial tissue. This replaces the granulation tissue with a new formation of epithelium. growth of epithelium on the edges of the wound, leaving a scar. growth of cicatricial tissue on the surface of the wound that is covered by the ingrowth of epithelium from the edges. development of epithelium on the granulation surface, until the gap is filled by cicatricial tissue. growth of the epithelium on the surface of the wound that is covered by the ingrowing of the cutaneous epithelium from the edges. growth of the granulation surface on the granulating surface until the wound is covered
2023-04-19 21:31:43,680 [INFO] Train and Validation Epoch 65 complete. Averge Loss: 2.167907953262329 Avg Validation Loss  3.842747926712036
2023-04-19 21:31:43,680 [INFO] Epoch 67 of 200
2023-04-19 21:31:44,478 [INFO] Train Epoch 66 complete.Avg Loss: 2.1232756972312927
2023-04-19 21:31:48,733 [INFO] Saved Model at ./small3-qa/small3qa-epoch-67-2023-04-19 21:22:20.657661
2023-04-19 21:31:51,097 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulation tissue is not only capable of regeneration, but it acquires a system of lymph and blood vessels, so that in time it bleeds when cut into, and is permeated by new nerve fibres spreading in from the periphery towards the centre.rafts in the periphery of the wound exposed to external irritation or disease, while at the same time in their growth and development, retain vitality until their vitality has taken them to another species. In the periphery of the wound in subcutaneous wounds, for example tenotomy, the wound in the subcutaneous cellular tissue forms a small granulation tissue, developed in the periphery towards the periphery towards the wound surface is covered by the ingrowth of epithelium from the edges.ing through the tissues is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.ing into the subcutaneous cellular tissue is replaced by cicatricial tissue until it replaces the granulation tissueout the wound, leaving a scar.ing into the granulation tissue is replaced by cicatricial tissue until the scar is exposed, leaving a sc
2023-04-19 21:31:51,191 [INFO] Train and Validation Epoch 66 complete. Averge Loss: 2.1232756972312927 Avg Validation Loss  3.6288986206054688
2023-04-19 21:31:51,191 [INFO] Epoch 68 of 200
2023-04-19 21:31:51,938 [INFO] Train Epoch 67 complete.Avg Loss: 2.1430742740631104
2023-04-19 21:31:56,001 [INFO] Saved Model at ./small3-qa/small3qa-epoch-68-2023-04-19 21:22:20.657661
2023-04-19 21:31:58,352 [INFO] Over-fit check answer: What is granulation tissue?  Healing under a scab is based on an organic medium derived from the growth of epithelium from the edges.. until the scab separates, leaving a scar. develop into typical granulation tissue, as may be seen in granulation of granulation surfaces. covered by the ingrowth of epithelium from the granulation tissue, leaving a scar. that eventually separates from the granulation surface, leaving a scar. The scar that is left becomes smooth, pale, and depressed. eventually replaces the granulation tissue by cicatricial tissue, and the scar that is left is exposed, leaving a greyish-whiteish-whiteish-whiteish-brownish-whiteish-brownishish-brownish-whiteish-white. eventually replaces the granulation tissue by cicatricial tissue. vessels, like the granulation tissue in the brain, are vascularized and can be shown in the wound by the formation of white fibroblasts, which eventually forms white fibrous tissue.. eventually replaces the granulation tissue by the proliferation of capillary loops passing from the edges. dominates the granulation
2023-04-19 21:31:58,444 [INFO] Train and Validation Epoch 67 complete. Averge Loss: 2.1430742740631104 Avg Validation Loss  3.7082061767578125
2023-04-19 21:31:58,445 [INFO] Epoch 69 of 200
2023-04-19 21:31:59,218 [INFO] Train Epoch 68 complete.Avg Loss: 2.1946932673454285
2023-04-19 21:32:04,496 [INFO] Saved Model at ./small3-qa/small3qa-epoch-69-2023-04-19 21:22:20.657661
2023-04-19 21:32:06,833 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surface occurs when a thin layer of granulation tissue is exposed to air, followed by a fine fibrillated material around the raw surface. As the granulation tissue is slowly replaced by young cicatricial tissue, which has a peculiar tendency to adhere, the granulation tissue gradually fills the gap and is replaced by cicatricial tissue. areas of cicatricial tissue, particularly the face, the reparative process where white fibrous tissue is exposed to air, and eventually white fibrous tissue assumes a greyish-white colour. regeneration of the reparative process may be replaced by cicatricial tissue, while the growth of epithelium on the surface is covered by the ingrowth of epithelium from the edges. transforming cells into cicatricial tissue is replaced by cicatricial tissue around the surface, and the surface is covered by the ingrowth of epithelium from the edges. surface is covered by the growth of epithelium from the edges. growth of epithelium on the granulating surface may be covered by the ingrowth of epithelium from the edges
2023-04-19 21:32:06,927 [INFO] Train and Validation Epoch 68 complete. Averge Loss: 2.1946932673454285 Avg Validation Loss  3.6287331581115723
2023-04-19 21:32:06,927 [INFO] Epoch 70 of 200
2023-04-19 21:32:07,698 [INFO] Train Epoch 69 complete.Avg Loss: 2.1963433623313904
2023-04-19 21:32:15,434 [INFO] Saved Model at ./small3-qa/small3qa-epoch-70-2023-04-19 21:22:20.657661
2023-04-19 21:32:17,754 [INFO] Over-fit check answer: What is granulation tissue? This is produced in the formation of granulation tissue, the granulation tissue gradually covering the granulation tissue until it replaces the granulation tissue. Capillary loops grow into the coagulum, and migrated leucocytes from the periphery towards the surface. This is speedily replaced by fibroblasts, which become elongated and spindle-shaped, and fine fibrillated material forms, producing fine fibrillated material around them, which gradually replaces the granulation tissue. Fibroblasts, which become elongated and spindle-shaped, eventually fill up the gap with a fine fibrillated material around them, and eventually replace the granulation tissue, leaving a scar. The granulation tissue gradually fills the gap with a fine fulation tissue, and the granulation tissue is replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges. vessels permeate the granulation tissue, and by their proliferation fill the gap with cicatricial tissue. Leucocytes, which become elongated and spindle-shaped, eventually fill the gap with a fine fibrillated
2023-04-19 21:32:17,848 [INFO] Train and Validation Epoch 69 complete. Averge Loss: 2.1963433623313904 Avg Validation Loss  3.509342908859253
2023-04-19 21:32:17,848 [INFO] Epoch 71 of 200
2023-04-19 21:32:18,521 [INFO] Train Epoch 70 complete.Avg Loss: 2.2289595007896423
2023-04-19 21:32:24,953 [INFO] Saved Model at ./small3-qa/small3qa-epoch-71-2023-04-19 21:22:20.657661
2023-04-19 21:32:27,308 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is produced in the granulation tissue, the edges of the wound, where it is wanted; some forms of granulation tissue, particularly the spiral or wavy forms, can be successfully used to fill defects in the dura mater in which it is placed, and function is perfectly restored. The raw surface is covered by the ingrowth of epithelium from the edges, leaving a scar. where the granulation tissue is placed is covered by the ingrowth of epithelium from the edges. gradually fills defects in the dura mater, until it replaces a scab. that has been destroyed is replaced by cicatricial tissue. that is covered with the granulation tissue is covered by the ingrowth of epithelium from the edges. where the granulation tissue is placed by the formation of cicatricial tissue.ishish features,ish pellicle, scab, and scabizeish forms,ish forms, and scabize forms can be completely regenerated.ish forms can be defined as the proliferation of epithelium from the granulation tissue or from the edges.
2023-04-19 21:32:27,403 [INFO] Train and Validation Epoch 70 complete. Averge Loss: 2.2289595007896423 Avg Validation Loss  4.013657093048096
2023-04-19 21:32:27,403 [INFO] Epoch 72 of 200
2023-04-19 21:32:28,052 [INFO] Train Epoch 71 complete.Avg Loss: 2.4102912545204163
2023-04-19 21:32:33,905 [INFO] Saved Model at ./small3-qa/small3qa-epoch-72-2023-04-19 21:22:20.657661
2023-04-19 21:32:36,232 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is produced in the periphery of the wound where the granulation tissue is gradually replaced by cicatricial tissue, and is gradually replaced by cicatricial tissue until the gap is filled by cicatricial tissue. In the course of time the cicatrix gradually fills the gap with cicatricial tissue until the gap is filled by cicatricial tissue. tissue tissue is replaced by cicatricial tissue until the granulation tissue is replaced by cicatricial tissue. surface becomes covered by the ingrowth of epithelium from the edges. fibers of the tendon, which become elongated and spindle-shaped, and eventually spindle-shaped, become grouped in bundles, and eventually become grouped in bundles, and eventually become grouped in bundles. surfaces are covered by the proliferation of epithelium from the edges. around the wound begin to sprout on the surface of the wound, and by their proliferation gradually cover the granulations with a thin pellicle. exposed surface gradually fills the gap with a thin pe, which serves to cover the granulation tissue. exposed granulation
2023-04-19 21:32:36,323 [INFO] Train and Validation Epoch 71 complete. Averge Loss: 2.4102912545204163 Avg Validation Loss  3.2767813205718994
2023-04-19 21:32:36,323 [INFO] Epoch 73 of 200
2023-04-19 21:32:37,029 [INFO] Train Epoch 72 complete.Avg Loss: 2.1880213022232056
2023-04-19 21:32:42,510 [INFO] Saved Model at ./small3-qa/small3qa-epoch-73-2023-04-19 21:22:20.657661
2023-04-19 21:32:44,835 [INFO] Over-fit check answer: What is granulation tissue? As a granulation tissue, the granulation tissue forms white, papillary loops, like the granulating surfaces on a cutaneous surface.rafting is the process of transforming granulation tissue into cicatricial tissue, as occurs in the regeneration of granulation surfaces in the wound.arative tissue is a capillary tissue derived from the proliferation of the fixed tissue cells of the rete Malpighii.atricial tissue is produced in the periphery of the wound and replaced by cicatricial tissue.atricial tissue gradually fills the gap with capillaries, until the gap is filled by granulation tissue, and the edges are exposed, leaving a scar.ium takes the place of the granulation tissue, until the scab is exposed, leaving a scar.ium gradually fills the gap with cicatricial tissue until the scab is exposed, and the granulation tissue is covered by the ingrowth of epithelium from the edges.ulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.indle takes place towards the free
2023-04-19 21:32:44,918 [INFO] Train and Validation Epoch 72 complete. Averge Loss: 2.1880213022232056 Avg Validation Loss  3.490230083465576
2023-04-19 21:32:44,918 [INFO] Epoch 74 of 200
2023-04-19 21:32:45,617 [INFO] Train Epoch 73 complete.Avg Loss: 2.23615625500679
2023-04-19 21:32:50,043 [INFO] Saved Model at ./small3-qa/small3qa-epoch-74-2023-04-19 21:22:20.657661
2023-04-19 21:32:52,414 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is the granulation tissue that is built up after the edges of the wound begin to be covered by the ingrowth of epithelium from the edges. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. When the granulating tissue is exposed to air, the granulation tissue forms a hard crust, which serves to protect the surface from external irritation in the same way as would a dry pad of sterilised gauze. Under the influence of granulation tissues, the formation of capillary loops passing from one surface to the other through the tips of the papilla, eventually fill a gap in the dura mater, and form a firmer, but still temporary, connection between the two surfaces. This granulation tissue is gradually replaced by cicatricial tissue, and the granulation tissue gradually fills the gap until the gap is filled by cicatricial tissue.ulation of granulation surfacesaps begin epithelium growth on the granulating tissue when the granulation tissue is exposed to air, and by the time the granulation tissue is covered by the ingrowth of epithelium from the edges
2023-04-19 21:32:52,496 [INFO] Train and Validation Epoch 73 complete. Averge Loss: 2.23615625500679 Avg Validation Loss  3.929731607437134
2023-04-19 21:32:52,496 [INFO] Epoch 75 of 200
2023-04-19 21:32:53,252 [INFO] Train Epoch 74 complete.Avg Loss: 2.0954802334308624
2023-04-19 21:32:58,246 [INFO] Saved Model at ./small3-qa/small3qa-epoch-75-2023-04-19 21:22:20.657661
2023-04-19 21:33:00,564 [INFO] Over-fit check answer: What is granulation tissue? A granulating surface is a thin, tough membrane, developed in the interior of the parent cell. As the granulation tissue is replaced by young cicatricial tissue, it separates, leaving a scar.ulation tissue, while it is still covered by the ingrowth of epithelium from the edges, is gradually replaced by cicatricial tissue until the gap is filled by cicatricial tissue.ulation gradually fills the gap with granulation tissue, until the crust separates, leaving a scar.ulation of granulation tissue is replaced by cicatricial tissue, and the scar that is left becomes smooth, pale, and depressed.rafting of granulation tissue is replaced by cicatricial tissue.helial cells, while being covered by the ingrowth of epithelium from the edges, can be shown to become elongated and spindle-shaped, and produce fine fibrillated material around them, making them unsuitable for grafting purposes. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. As the granulation tissue is gradually replaced by cicatric
2023-04-19 21:33:00,654 [INFO] Train and Validation Epoch 74 complete. Averge Loss: 2.0954802334308624 Avg Validation Loss  3.584642171859741
2023-04-19 21:33:00,654 [INFO] Epoch 76 of 200
2023-04-19 21:33:01,393 [INFO] Train Epoch 75 complete.Avg Loss: 1.990793377161026
2023-04-19 21:33:06,645 [INFO] Saved Model at ./small3-qa/small3qa-epoch-76-2023-04-19 21:22:20.657661
2023-04-19 21:33:08,956 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is produced in the presence of oxygen, air, and air-bells, followed by the formation of cicatricial tissue. Healing of Epidermis. The skin is covered by the ingrowth of epithelium from the edges. As the epithelium increases in thickness it assumes a greyish-white color and eventually the cells become cornified and the epithelium assumes a greyish-white color. Leucocytes. This forms white fibrous tissue, developed in the periphery towards the edges. Connective Tissue. Connective tissue is produced in the periphery towards the edges where it is wanted. Connective tissue is replaced by connective tissue around the wound, and the edges are brought into apposition after which the wound rapidly heals and resumes a normal appearance. Connective tissue gradually increases in thickness until it replaces the granulation tissue. Connective tissue is gradually replaced by the cicatricial tissue and the cicatricial tissue is shown in the wound. Connective tissue gradually increases in thickness until it replaces the cicatricial tissue. In the course of time the cicat
2023-04-19 21:33:09,046 [INFO] Train and Validation Epoch 75 complete. Averge Loss: 1.990793377161026 Avg Validation Loss  3.6562066078186035
2023-04-19 21:33:09,046 [INFO] Epoch 77 of 200
2023-04-19 21:33:09,825 [INFO] Train Epoch 76 complete.Avg Loss: 1.9778891205787659
2023-04-19 21:33:14,705 [INFO] Saved Model at ./small3-qa/small3qa-epoch-77-2023-04-19 21:22:20.657661
2023-04-19 21:33:17,056 [INFO] Over-fit check answer: What is granulation tissue? It is produced in the granulation tissue of the face caused by loss of tissue, the edges of the papilla, which appear as tiny red points yielding a greyish-white pellicle.rafts of epithelium or epithelium from the edges begin in the wall of the cheek, where the papilla gradually fills the gap with blood-clot, which forms a scar.rafts causing defects of the cheek, cheek, and conjunctiva,s passing from one part of the cheek into the other, eventually develop into typical defects, leaving a scar.ulations causing defects of skin, cheek, and conjunctiva,ulations, or scabingulence.rafting, or the development of granulation tissue in the face caused by the development of granulation tissue.rafting by granulation tissue.rafting through the granulation tissue, passing from one part of the cheek into the other; passing from one part of the cheek into the other; passing from the scab into a drainage tube passing from one of the cheek, cheek, or conjunctiva.ulation tissueWhat is granulation tissue? As a granulation
2023-04-19 21:33:17,148 [INFO] Train and Validation Epoch 76 complete. Averge Loss: 1.9778891205787659 Avg Validation Loss  3.5908284187316895
2023-04-19 21:33:17,148 [INFO] Epoch 78 of 200
2023-04-19 21:33:17,915 [INFO] Train Epoch 77 complete.Avg Loss: 1.973584234714508
2023-04-19 21:33:24,736 [INFO] Saved Model at ./small3-qa/small3qa-epoch-78-2023-04-19 21:22:20.657661
2023-04-19 21:33:27,066 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the granulation tissue of the granulation tissue, and is produced in the edges of the wound when the wound is exposed, followed by the fusion of granulation surfaces. This replaces the granulation tissue with the ingrowth of epithelium from the edges. developing onto the cut edge occurs, and is covered by the ingrowth of epithelium from the granulation tissue. from the exposed surface is covered by the ingrowth of the epithelium from the granulation tissue until the new granulation tissue is exposed, leaving a scar. that has been destroyed is replaced by cicatricial tissue. that is covered by the ingrowth of epithelium from the granulation tissue is covered by cicatricial tissue until the gap is filled by cicatricial tissue. surface is covered by the ingrowth of epithelium from the granulation tissue, and the granulation tissue is gradually replaced by cicatricial tissue. surface is covered by the growth of epithelium from the granulation tissue. surface is covered by the epithelium from the granulation tissue. transformation of capillary loops passing
2023-04-19 21:33:27,160 [INFO] Train and Validation Epoch 77 complete. Averge Loss: 1.973584234714508 Avg Validation Loss  3.465456485748291
2023-04-19 21:33:27,161 [INFO] Epoch 79 of 200
2023-04-19 21:33:27,860 [INFO] Train Epoch 78 complete.Avg Loss: 2.0035288631916046
2023-04-19 21:33:32,443 [INFO] Saved Model at ./small3-qa/small3qa-epoch-79-2023-04-19 21:22:20.657661
2023-04-19 21:33:34,781 [INFO] Over-fit check answer: What is granulation tissue? Under aseptic conditions, such as diabetes, the reparative process goes on slowly, and even extensive wounds may be firmly united in from three to five days.eds may be firmly united in from three to five days.atricial tissue, like the granulation tissue of the face and conjunctiva mater, is gradually replaced by cicatricial tissue and the growth of epithelium takes place by cicatricial tissue.atricial tissue forms white fibrous tissue, the cells of which are arranged in parallel lines and eventually become grouped in bundles, constituting white fibrous tissue.atricial tissue forms white fibrous tissue around the edges, the cells of which are arranged in parallel lines and eventually develop into typical white fibrous tissue.ibrillated tissue forms white fibrous tissue, as does the formation of cicatricial tissue around the edges.ibrillated tissue forms white fibrous tissue around the edges.illary loops grow into the scab, and migrated leucocytes from the edges destroy the dura mater, and are in turn disposed of by the developing fibroblasts, which by their proliferation fill the
2023-04-19 21:33:34,871 [INFO] Train and Validation Epoch 78 complete. Averge Loss: 2.0035288631916046 Avg Validation Loss  3.6355786323547363
2023-04-19 21:33:34,871 [INFO] Epoch 80 of 200
2023-04-19 21:33:35,591 [INFO] Train Epoch 79 complete.Avg Loss: 1.9902790486812592
2023-04-19 21:33:41,044 [INFO] Saved Model at ./small3-qa/small3qa-epoch-80-2023-04-19 21:22:20.657661
2023-04-19 21:33:43,362 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is produced in the same way as that employed to cover defects in granulation surfaces. begins in the wall of the raw surface there is a hard crust or scab, which forms a hard crust or scab that forms a hard crust or scab passing through the raw surface, passing through the granulations until the scab separates, leaving a scar. that has formed is covered by the growth of epithelium until the scab eventually separates, leaving a scar. where the granulation tissue is the most important member of a wound in which granulation tissue is required is covered by the growth of epithelium until the wound is exposed, leaving a scar where it is wanted. that has formed is covered by the development of epithelium until it is incorporated with the granulation tissue, leaving a scar where it is wanted. around the edges of the wound begin to sprout onto the wound surface, and by their proliferation gradually cover the granulations with a thin pellicle. covered by the ingrowth of epithelium from the edges of the wound, leaving a scab. on the surface of the wound, as a
2023-04-19 21:33:43,451 [INFO] Train and Validation Epoch 79 complete. Averge Loss: 1.9902790486812592 Avg Validation Loss  3.5415759086608887
2023-04-19 21:33:43,452 [INFO] Epoch 81 of 200
2023-04-19 21:33:44,142 [INFO] Train Epoch 80 complete.Avg Loss: 2.0783309638500214
2023-04-19 21:33:49,602 [INFO] Saved Model at ./small3-qa/small3qa-epoch-81-2023-04-19 21:22:20.657661
2023-04-19 21:33:51,910 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is commonly indicated to be produced from the granulation tissue of the subcutaneous cellular tissue of the abdominal wall until its new surroundings are exposed, but the raw surface is still covered by the ingrowth of epithelium from the edges.ulations causing defects in the dura mater, such as defects of the dura mater, are covered by the proliferation of epithelium from the edges.ulations causing defects of skin are covered by the proliferation of the razor passing through the tips of the papilla, passing through the tips of the papilla, passing through the tips of the papilla, passing through the tips of the papilla, passing through the tips of the papilla through the tips of the papilla, passing through the tips of the papilla by the papilla, passing through the tips of the papilla passing through the papilla, passing through the tips of the papilla through the tips of the pap course of time the papilla fills the gap with granulation tissue, leaving a scar.ulation of the dura mater occurs as the granulation tissue is replaced by cicatricial tissue, and the growth of epithelium on
2023-04-19 21:33:52,000 [INFO] Train and Validation Epoch 80 complete. Averge Loss: 2.0783309638500214 Avg Validation Loss  3.47721529006958
2023-04-19 21:33:52,000 [INFO] Epoch 82 of 200
2023-04-19 21:33:52,711 [INFO] Train Epoch 81 complete.Avg Loss: 2.039151191711426
2023-04-19 21:33:57,533 [INFO] Saved Model at ./small3-qa/small3qa-epoch-82-2023-04-19 21:22:20.657661
2023-04-19 21:33:59,798 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is regenerated in the damaged tissues in which it is placed, and is replaced by cicatricial tissue when it is required.apsatricial tissue is gradually replaced by cicatricial tissue and the cicatricial tissue gradually fills the gap and is replaced by cicatricial tissue.atricial tissue is gradually replaced by cicatricial tissue, and the cicatricial tissue replaces the cicatricial tissue.atricial tissue is gradually replaced by cicatricial tissue and the cicatricial tissue replaces the cicatricial tissue.blasts, which become elongated and spindle-shaped, become elongated and spindle-shaped and spindle-shaped, and spindle-shaped until in the course of time the spindle is obliterated and the resulting fusion takes place. This does not prove that the spindle is destroyed, as the cicatricial tissue gradually fills the gap, and is replaced by cicatricial tissue. This does not prove that the final fusion takes place.ulation tissue, produced in the subcutaneous cellular
2023-04-19 21:33:59,889 [INFO] Train and Validation Epoch 81 complete. Averge Loss: 2.039151191711426 Avg Validation Loss  3.4604451656341553
2023-04-19 21:33:59,889 [INFO] Epoch 83 of 200
2023-04-19 21:34:00,532 [INFO] Train Epoch 82 complete.Avg Loss: 2.203046292066574
2023-04-19 21:34:05,610 [INFO] Saved Model at ./small3-qa/small3qa-epoch-83-2023-04-19 21:22:20.657661
2023-04-19 21:34:07,888 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue forms as a thin gelatinous mass of granulation tissue, developed as the new capillary loops passing from one surface to the other through the new cells. This granulation tissue forms as a thin fibrillated material around the wound, and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.. until in the course of time the wound rapidly increases in thickness, and is covered by the ingrowth of epithelium from the edges. until the gap is filled by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the tips of the papilla. around the wound begin to sprout on the surface of the wound, and by the proliferation of epithelium on the granulation surfaces, fill the granulation tissue. until the epithelium has formed a fine fibrillated material around the wound that replaces the granulation tissue. until the cicatrix spreads in and covers the granulation tissue in the epithelium from the edges. until the epithelium is covered by the ingrowth of
2023-04-19 21:34:07,971 [INFO] Train and Validation Epoch 82 complete. Averge Loss: 2.203046292066574 Avg Validation Loss  3.995652914047241
2023-04-19 21:34:07,971 [INFO] Epoch 84 of 200
2023-04-19 21:34:08,659 [INFO] Train Epoch 83 complete.Avg Loss: 2.093819886445999
2023-04-19 21:34:13,945 [INFO] Saved Model at ./small3-qa/small3qa-epoch-84-2023-04-19 21:22:20.657661
2023-04-19 21:34:16,283 [INFO] Over-fit check answer: What is granulation tissue? As the granulation tissue is slowly replaced by young cicatricial tissue, it assumes a greyish-white color.. eventually separates, leaving a scar. eventually separates, leaving a scar..What is the process of healing by granulation? Healing by granulation is extensive in the subcutaneous cellular tissue of the thigh or upper arm, and even extensive in the subcutaneous cellular tissue of the thigh, upper arm, and conjunctiva.Which parts of the thigh, conjunctiva, or scar that gave them origin? In subcutaneous cellular tissue, a small superficial wound forms, followed by a greyish-white pellicle.
2023-04-19 21:34:16,364 [INFO] Train and Validation Epoch 83 complete. Averge Loss: 2.093819886445999 Avg Validation Loss  4.342021465301514
2023-04-19 21:34:16,364 [INFO] Epoch 85 of 200
2023-04-19 21:34:17,088 [INFO] Train Epoch 84 complete.Avg Loss: 2.11050808429718
2023-04-19 21:34:21,881 [INFO] Saved Model at ./small3-qa/small3qa-epoch-85-2023-04-19 21:22:20.657661
2023-04-19 21:34:24,203 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is a modification of the reparative process where white fibrous tissue is formed, and is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.. begins as the growth of the granulation tissue, and is replaced by cicatricial tissue until the crust separates, leaving a scar. that is covered by the ingrowth of epithelium is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium.. is covered by the developing epithelium until the surface is covered by the ingrowth of epithelium.What is the process of repair in the human body after death, and is the process of cicatricial tissue to be replaced by cicatricial tissue in the subcutaneous cellular tissue?What is the process of regeneration of nerve and spinal cord in the brain by cicatricial tissue? Any loss of substance is replaced
2023-04-19 21:34:24,292 [INFO] Train and Validation Epoch 84 complete. Averge Loss: 2.11050808429718 Avg Validation Loss  3.5139756202697754
2023-04-19 21:34:24,292 [INFO] Epoch 86 of 200
2023-04-19 21:34:24,907 [INFO] Train Epoch 85 complete.Avg Loss: 2.2822951674461365
2023-04-19 21:34:30,773 [INFO] Saved Model at ./small3-qa/small3qa-epoch-86-2023-04-19 21:22:20.657661
2023-04-19 21:34:33,095 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab is obtained from the granulation surface in the formation of the granulation tissue, and the rete Malpighii until the scab eventually separates, leaving a scar.ulations causing defects in the reparative process can be firmly united in from three to five days, and function is perfectly restored by the development of granulation and cicatricial tissue.atricial tissue,ium, and the proliferation of epithelium into scar tissue is replaced by cicatricial tissue.ium is gradually replaced by cicatricial tissue and the growth of epithelium into cicatricial tissue.ulation of granulation tissue occurs as the granulation tissue is replaced by cicatricial tissue.ulation of the granulation tissue is replaced by cicatricial tissue.ulation of the granulation tissue is replaced by cicatricial tissue.ulation of the granulation tissue gradually increases in amount until the gap is completely filled by the surface, and the cicatrix eventually separates, leaving a scar.ulation of granulation tissue is replaced by cicatricial tissue.ulation
2023-04-19 21:34:33,178 [INFO] Train and Validation Epoch 85 complete. Averge Loss: 2.2822951674461365 Avg Validation Loss  3.682410955429077
2023-04-19 21:34:33,178 [INFO] Epoch 87 of 200
2023-04-19 21:34:33,899 [INFO] Train Epoch 86 complete.Avg Loss: 1.960110604763031
2023-04-19 21:34:39,893 [INFO] Saved Model at ./small3-qa/small3qa-epoch-87-2023-04-19 21:22:20.657661
2023-04-19 21:34:42,215 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces in order to promote healing is based on granulation tissue, while the granulation tissue of the surface is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.. until the scab is exposed, but can be rendered aseptic, and can be rendered aseptic by the development of granulation tissue.,, and cicatricial tissue. vessels, which are derived from the proliferation of the edges of the wound passing from one part of the wound to the other, and eventually fill a gap in the wound that cannot be approximated due to loss of tissue, by the development of cicatricial tissue. that is covered by the ingrowth of epithelium from the granulations. that is covered by the dura mater, and replaced by cicatricial tissue. small defects in the dura mater, and eventually replace the dura mater by cicatricial tissue.What is the role of cicatricial tissue in the reparative process of healing
2023-04-19 21:34:42,305 [INFO] Train and Validation Epoch 86 complete. Averge Loss: 1.960110604763031 Avg Validation Loss  3.74344801902771
2023-04-19 21:34:42,305 [INFO] Epoch 88 of 200
2023-04-19 21:34:42,969 [INFO] Train Epoch 87 complete.Avg Loss: 2.180097758769989
2023-04-19 21:34:49,313 [INFO] Saved Model at ./small3-qa/small3qa-epoch-88-2023-04-19 21:22:20.657661
2023-04-19 21:34:51,615 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is produced in the granulation tissue in the same way as the granulation tissue is replaced by cicatricial tissue. transforms into cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. until the gap is filled by a fine fibrillated material, which gradually fills the granulation tissue with new tissue. separates from the granulation tissue, leaving a scar. in the subcutaneous cellular tissue forms white fibrous tissue, which replaces the granulation tissue with cicatricial tissue. transforms into cicatricial tissue as the granulation tissue is replaced by cicatricial tissue.
2023-04-19 21:34:51,703 [INFO] Train and Validation Epoch 87 complete. Averge Loss: 2.180097758769989 Avg Validation Loss  3.2808713912963867
2023-04-19 21:34:51,703 [INFO] Epoch 89 of 200
2023-04-19 21:34:52,499 [INFO] Train Epoch 88 complete.Avg Loss: 1.8117687106132507
2023-04-19 21:34:58,430 [INFO] Saved Model at ./small3-qa/small3qa-epoch-89-2023-04-19 21:22:20.657661
2023-04-19 21:35:00,747 [INFO] Over-fit check answer: What is granulation tissue? It is produced in the granulation tissue in the periphery of the wound when the wound is covered by the ingrowth of epithelium from the edges. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. When the granulation tissue is exposed to air, the granulation tissue forms a hard crust, which serves to protect the surface from external irritation. As the granulation tissue is slowly replaced by cicatricial tissue, it assumes a greyish-white color and eventually the cells become cornified and the epithelium assumes a greyish-white color. Scab. As the epithelium increases in thickness, it assumes a greyish-white color, forms a hard crust, becoming scab-like pellicle. eventually fills the gap with a greyish-white color, that is covered by the ingrowth of epithelium from the edges. vessels permeate the wound surface, and are covered by the ingrowth of epithelium from the edges. shows the growth of epithelium and eventually the epithelium assumes a greyish-
2023-04-19 21:35:00,839 [INFO] Train and Validation Epoch 88 complete. Averge Loss: 1.8117687106132507 Avg Validation Loss  3.699329376220703
2023-04-19 21:35:00,839 [INFO] Epoch 90 of 200
2023-04-19 21:35:01,617 [INFO] Train Epoch 89 complete.Avg Loss: 1.8575582206249237
2023-04-19 21:35:09,361 [INFO] Saved Model at ./small3-qa/small3qa-epoch-90-2023-04-19 21:22:20.657661
2023-04-19 21:35:11,655 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the granulation tissue in the granulation tissue, as are the granulation surfaces causing defects in the reparative process? The granulation surface is covered by the granulation tissue until the scab is exposed, leaving a scar.ulations causing defects in the reparative process, such as avulsion of the scalp by machinery.ulation or scabing,ulations, or alcoholism, denote alcoholism, alcoholism, or alcoholism in which rapid tissue loss of tissue is replaced by cicatricial tissue.ulation of granulation surfaces is replaced by cicatricial tissue.ulation tissue gradually increases in thickness, and as the granulation tissue is replaced by cicatricial tissue, it assumes a greyish-white color.ulation gradually thins and gives way, leaving a greyish-white color.ulation.ments causing defects in the reparative process are replaced by cicatricial tissue.ulations causing defects in the reparative process are replaced by cicatricial tissue. bacilli require for their growth and development a suitable food-supply in the subcutaneous cellular tissue of the
2023-04-19 21:35:11,746 [INFO] Train and Validation Epoch 89 complete. Averge Loss: 1.8575582206249237 Avg Validation Loss  3.451889753341675
2023-04-19 21:35:11,746 [INFO] Epoch 91 of 200
2023-04-19 21:35:12,482 [INFO] Train Epoch 90 complete.Avg Loss: 1.8516311049461365
2023-04-19 21:35:17,389 [INFO] Saved Model at ./small3-qa/small3qa-epoch-91-2023-04-19 21:22:20.657661
2023-04-19 21:35:19,719 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is regenerated when a small superficial wound exposed to air forms, transforms into cicatricial tissue, and is covered by the ingrowth of epithelium from the edges.ium is covered by the ingrowth of epithelium from the surface, and is covered by the growth of epithelium until the dura mater is exposed, leaving a scar.ium gradually fills the gap with granulation tissue until it replaces the granulation tissue.ium gradually fills the gap with cicatricial tissue until the dura mater is exposed, leaving a scar.ium transforms into cicatricial tissue in the dura mater, and is covered by the growth of epithelium from the granulation surfaces.ium is covered by the growth of the epithelium until the granulation tissue is exposed, leaving a scar.ium transforms into cicatricial tissue in the dura mater, and is covered by the growth of the granulation surface until the granulation tissue is exposed, leaving a scar.ium transforms into cicatricial tissue in the dura mater, and is covered by the growth of the granulation
2023-04-19 21:35:19,810 [INFO] Train and Validation Epoch 90 complete. Averge Loss: 1.8516311049461365 Avg Validation Loss  3.480140447616577
2023-04-19 21:35:19,810 [INFO] Epoch 92 of 200
2023-04-19 21:35:20,511 [INFO] Train Epoch 91 complete.Avg Loss: 1.920003056526184
2023-04-19 21:35:25,109 [INFO] Saved Model at ./small3-qa/small3qa-epoch-92-2023-04-19 21:22:20.657661
2023-04-19 21:35:27,402 [INFO] Over-fit check answer: What is granulation tissue? As a graft, it is derived from the proliferation of the epithelium or epithelium of the capillaries until it replaces the cellular tissue with cicatricial tissue. fibers, while fine fibrillated in the presence of oxygen, retain vitality for several hours until they are replaced by cicatricial tissue. In course of time the cicatrix undergoes a certain amount of contraction  cicatricial contraction. fibers gradually cover the gap and fill the gap with cicatricial tissue, producing new fibers. This replaces the gap with a greyish-white color. fibers are eventually replaced by cicatricial tissue and the surface is covered by the ingrowth of epithelium from the edges. fibers are eventually replaced by cicatricial tissue, and the surface is covered by the proliferation of epithelium from the edges. fibers can be pulled out in the course of time, and the resulting wound may be covered with cicatricial tissue. fibers may be firmly united in the scab or the dura mater, by the development of granulation loops passing from one surface to the other
2023-04-19 21:35:27,483 [INFO] Train and Validation Epoch 91 complete. Averge Loss: 1.920003056526184 Avg Validation Loss  3.2257111072540283
2023-04-19 21:35:27,484 [INFO] Epoch 93 of 200
2023-04-19 21:35:28,206 [INFO] Train Epoch 92 complete.Avg Loss: 1.8875357508659363
2023-04-19 21:35:34,042 [INFO] Saved Model at ./small3-qa/small3qa-epoch-93-2023-04-19 21:22:20.657661
2023-04-19 21:35:36,355 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is regenerated in the subcutaneous cellular tissue of the abdominal wall by the passing of the granulation tissue from one surface to the other, leaving a scar. This acquires a scar that replaces the granulation tissue. In the wound of the abdominal wall in the abdominal wall by the periphery, the wound is covered by the ingrowth of epithelium from the edges.'s final fusion takes place by the proliferation of epithelium from the edges. passing through the tissues is replaced by cicatricial tissue, while the surface is covered by the epithelium until the cicatricial tissue underneath is covered by the ingrowth of epithelium from the edges. vessels permeate the subcutaneous cellular tissue, and from them lymph exudes and leucocytes migrate into the tissues. vessels permeate the granulation tissue by the development of granulation tissue, and the growth of epithelium from the edges of the wound. vessels permeate granulation tissue by the growth of epithelium from the granulation tissue, while the epithelium from the periphery of the wound is slowly replaced by cic
2023-04-19 21:35:36,446 [INFO] Train and Validation Epoch 92 complete. Averge Loss: 1.8875357508659363 Avg Validation Loss  3.5423123836517334
2023-04-19 21:35:36,446 [INFO] Epoch 94 of 200
2023-04-19 21:35:37,114 [INFO] Train Epoch 93 complete.Avg Loss: 2.1242205798625946
2023-04-19 21:35:41,260 [INFO] Saved Model at ./small3-qa/small3qa-epoch-94-2023-04-19 21:22:20.657661
2023-04-19 21:35:43,563 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based only upon the granulation tissue of the final wound, which has been destroyed. A successful graft of granulating surfaces may be indicated to denote a scab. Under a scab, the granulation tissue gradually fills the gap and is replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges.. until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium is covered by the ingrowth of epithelium from the edges. that is covered by the epithelium of a scab in the course of time is covered by granulation tissue. covered by the ingulation of the epithelium increases the blood supply and the surface is covered by the growth of epithelium from the edges. covered by the growth of epithelium eventually fills the gap and is replaced by cicatricial tissue. until the scar is exposed, leaving a scar. that is covered by the development of epithelium onto the granulation tissue occurs as a greyish-white color. until the
2023-04-19 21:35:43,651 [INFO] Train and Validation Epoch 93 complete. Averge Loss: 2.1242205798625946 Avg Validation Loss  3.651966094970703
2023-04-19 21:35:43,652 [INFO] Epoch 95 of 200
2023-04-19 21:35:44,393 [INFO] Train Epoch 94 complete.Avg Loss: 1.8008470237255096
2023-04-19 21:35:49,545 [INFO] Saved Model at ./small3-qa/small3qa-epoch-95-2023-04-19 21:22:20.657661
2023-04-19 21:35:51,837 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation? Healing by granulation? Healing by granulation? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. that has covered the granulation tissue is covered by the ingrowth of epithelium from the edges. that has formed a hard crust or scab forms, becoming covered by the ingrowth of the epithelium from the edges. covered by the ingulations of the epithelium passing from the scab into the scab, while the scab is exposed, leaving a scar. passing from the scab into the scab is covered by the development of granulation tissue, followed by cicatricial tissue.ing from the scab into granulation tissue is covered by the development of epithelium from the granulation tissue.
2023-04-19 21:35:51,927 [INFO] Train and Validation Epoch 94 complete. Averge Loss: 1.8008470237255096 Avg Validation Loss  3.5537261962890625
2023-04-19 21:35:51,927 [INFO] Epoch 96 of 200
2023-04-19 21:35:52,708 [INFO] Train Epoch 95 complete.Avg Loss: 1.864341139793396
2023-04-19 21:35:57,517 [INFO] Saved Model at ./small3-qa/small3qa-epoch-96-2023-04-19 21:22:20.657661
2023-04-19 21:35:59,804 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation? Healing under a scab? Healing by granulation under a scab? The granulation tissue gradually fills the gap with blood, transforms into cicatricial tissue, and is replaced by new tissue, forming a new scar. is produced in the subcutaneous cellular tissue of the abdominal wall until the scab eventually separates, leaving a scar., eventually separates, leaving a scar. is covered by the ingrowth of epithelium from the edges, leaving a scar. vessels in the subcutaneous cellular tissue in the subcutaneous cellular tissue, while the wound is still exposed to air, do not seem to be covered by the ingrowth of the epithelium from the edges. Vessels and spindle become elongated and spindle-shaped, producing fine fibrillated material around them, which gradually fills the gap with granulation tissue. transforms into cicatricial tissue, transforms into cicatricial tissue in the subcutaneous cellular tissue, and is replaced by granulation tissue. vessels in the subcutaneous cellular tissue around them,
2023-04-19 21:35:59,887 [INFO] Train and Validation Epoch 95 complete. Averge Loss: 1.864341139793396 Avg Validation Loss  3.772045612335205
2023-04-19 21:35:59,887 [INFO] Epoch 97 of 200
2023-04-19 21:36:00,550 [INFO] Train Epoch 96 complete.Avg Loss: 2.030999928712845
2023-04-19 21:36:05,012 [INFO] Saved Model at ./small3-qa/small3qa-epoch-97-2023-04-19 21:22:20.657661
2023-04-19 21:36:07,319 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is a thin membrane derived from the proliferation of the epithelium until the scab eventually separates, leaving a scar. fibers develop into typical tendon cells, while the fibroblasts develop into typical tendon fibers. fibers develop into typical tendon fibers, while the fibroblasts are lost and the tendon and its surroundings are used for grafting purposes. fibers may be placed on a tendon or bone, which is derived from the proliferative tissue. fibers may be placed on a raw surface or on granulations. grafting is commonly indicated after operations for malignant disease in which considerable areas of skin must be sacrificed, and after accidents, such as avulsion of the scalp by machinery. fibers causing defects of skin are commonly obtained by injections of granulation tissue into the subcutaneous cellular tissue of the scalp by machinery. The granulation tissue gradually fills the gap, leaving a scar. fibers, while they prefer to have a greyish-white color, are still capable of producing fine fibrillated material, which replaces the granulation tissue. fibers, while they prefer to have a greyish-white color, retain their vitality until the scab
2023-04-19 21:36:07,402 [INFO] Train and Validation Epoch 96 complete. Averge Loss: 2.030999928712845 Avg Validation Loss  4.017908096313477
2023-04-19 21:36:07,402 [INFO] Epoch 98 of 200
2023-04-19 21:36:08,138 [INFO] Train Epoch 97 complete.Avg Loss: 2.00401771068573
2023-04-19 21:36:14,412 [INFO] Saved Model at ./small3-qa/small3qa-epoch-98-2023-04-19 21:22:20.657661
2023-04-19 21:36:16,720 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulating surfaces is based on the development of typical wound elements, which are derived from the proliferation of the granulation tissue with the development of epithelium until it replaces the dura mater.ments, derived from the growth of epithelium until the new tissue is incorporated, while these are gradually replaced by cicatricial tissue.ments are replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.ments may be covered entirely by the ingrowing of the cutaneous epithelium from the margins; or islets, originating in surviving cells of sebaceous glands or sweat glands, or of hair follicles, may spring up in the center of the raw area.rafts may be completely regenerated if a sufficient amount of the hair follicles or of the sweat can be obtained from the parent tissue elements, and it is still possible for a gap to fill the gap and fill a gap that cannot be approximated due to loss of tissue or a drainage tube or gauze packing.rafting of raw surfaces occurs by the development of epithelium until the gap is filled
2023-04-19 21:36:16,804 [INFO] Train and Validation Epoch 97 complete. Averge Loss: 2.00401771068573 Avg Validation Loss  3.854593276977539
2023-04-19 21:36:16,805 [INFO] Epoch 99 of 200
2023-04-19 21:36:17,559 [INFO] Train Epoch 98 complete.Avg Loss: 1.9665842056274414
2023-04-19 21:36:22,190 [INFO] Saved Model at ./small3-qa/small3qa-epoch-99-2023-04-19 21:22:20.657661
2023-04-19 21:36:24,497 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. that is covered by the ingrowth of epithelium is covered by the ingrowth of epithelium from the edges. until the scab forms a fine fibrillated material around the scab, leaving a scar. in the scab eventually fills the gap and is replaced by cicatricial tissue, while the scab is covered by the ingrowth of epithelium from the edges. that is covered by the ingrowing of the epithelium Tharulation tissue takes the place of the granulation tissue, leaving a scar. Where the granulation tissue is the scab, it is gradually replaced by cicatricial tissue until the scab eventually fills the gap, leaving a scar. around the scab. Where the scab is the scab, it is covered by the ingrowth of epithelium until the scab is filled by a scab or a scab is exposed
2023-04-19 21:36:24,582 [INFO] Train and Validation Epoch 98 complete. Averge Loss: 1.9665842056274414 Avg Validation Loss  4.174589157104492
2023-04-19 21:36:24,582 [INFO] Epoch 100 of 200
2023-04-19 21:36:25,361 [INFO] Train Epoch 99 complete.Avg Loss: 1.746201902627945
2023-04-19 21:36:32,161 [INFO] Saved Model at ./small3-qa/small3qa-epoch-100-2023-04-19 21:22:20.657661
2023-04-19 21:36:34,425 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulation surfaces is based only on granulation tissue. The granulation tissue gradually fills the gap with granulation tissue until the gap is filled by a fine fibrillated material. This is the fibroblasts, which develop into typical cicatricial tissue. In the course of time the cicatricial tissue gradually fills the gap with granulation tissue until the gap is filled by a fine fibrillated material. This eventually forms white fibrous tissue, which is produced in the vessels that gave them origin. fibers passing from one part of the resulting wound to the other, passing from one part of the surface to another until the final fusion takes place. fibers passing from one part of the wound to the other through the dura mater, eventually develop into typical tendon cells, and the fibroblasts. fibroblasts develop into typical tendon fibers, and the fibroblasts develop into the typical tendon fibers. tissue gradually fills the gap with the cells of the tendon, and the fibroblasts. fibers passing from one surface to the other through the dura mater, while they are forming new tendon fibers, eventually develop
2023-04-19 21:36:34,516 [INFO] Train and Validation Epoch 99 complete. Averge Loss: 1.746201902627945 Avg Validation Loss  3.608107566833496
2023-04-19 21:36:34,516 [INFO] Epoch 101 of 200
2023-04-19 21:36:35,195 [INFO] Train Epoch 100 complete.Avg Loss: 1.934065043926239
2023-04-19 21:36:43,533 [INFO] Saved Model at ./small3-qa/small3qa-epoch-101-2023-04-19 21:22:20.657661
2023-04-19 21:36:45,828 [INFO] Over-fit check answer: What is granulation tissue? The process by which granulation tissue is formed is essentially the same in all tissues, but the difference is so important that it can only be approximated from a greyish-white color. The granulation tissue gradually fills defects in the dura mater until the dura mater is replaced by cicatricial tissue, which is gradually replaced by cicatricial tissue.ments in the dura mater, forming new tissue, are gradually replaced by cicatricial tissue.atricial tissue is gradually replaced by cicatricial tissue, and the granulation tissue gradually fills defects in the dura mater until the dura mater is replaced by cicatricial tissue.catricial tissue is gradually replaced by cicatricial tissue, and the dura mater is covered by the ingrowth of epithelium from the edges. until the dura mater is replaced by cicatricial tissue.ignant tissue is gradually replaced by the growth of epithelium from the edges.edayilla,illary loops, and scar tissue,arulation, and scab.ment.mentsments
2023-04-19 21:36:45,919 [INFO] Train and Validation Epoch 100 complete. Averge Loss: 1.934065043926239 Avg Validation Loss  4.00286865234375
2023-04-19 21:36:45,919 [INFO] Epoch 102 of 200
2023-04-19 21:36:46,583 [INFO] Train Epoch 101 complete.Avg Loss: 1.9305006265640259
2023-04-19 21:36:54,102 [INFO] Saved Model at ./small3-qa/small3qa-epoch-102-2023-04-19 21:22:20.657661
2023-04-19 21:36:56,400 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulation surfaces is not only capable of regeneration, but it acquires a system of lymph and blood vessels spreading in from the periphery towards the centre. near the cut edge begin to sprout onto the wound surface, and by their proliferation, replace the granulation tissue with cicatricial tissue, while the granulation tissue is slowly replaced by cicatricial tissue, and the gap is filled by fibroblasts spreading in from the periphery towards the wound surface, and the surface is covered by the ingrowth of epithelium from the edges. spreading of the epithelium through the granulation tissue is replaced by cicatricial tissue, while the granulation tissue is gradually replaced by cicatricial tissue until the gap is filled by the epithelium from the edges. surface is covered by the ingrowth of epithelium from the edges. surface is covered by the ingrowth of the epithelium from the edges. surface is covered by the ingrowth of the epithelium from the edges.ization of the granulation tissue is replaced by cicatricial tissue. surface is covered by the
2023-04-19 21:36:56,482 [INFO] Train and Validation Epoch 101 complete. Averge Loss: 1.9305006265640259 Avg Validation Loss  3.5688045024871826
2023-04-19 21:36:56,482 [INFO] Epoch 103 of 200
2023-04-19 21:36:57,172 [INFO] Train Epoch 102 complete.Avg Loss: 1.8486690521240234
2023-04-19 21:37:03,892 [INFO] Saved Model at ./small3-qa/small3qa-epoch-103-2023-04-19 21:22:20.657661
2023-04-19 21:37:06,127 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is produced in the granulation tissue, which is covered by the ingrowth of epithelium from the edges. As the granulation tissue is slowly replaced by cicatricial tissue, new tissue is formed, leaving a scar. fibers, forming white fibrous tissue, are eventually replaced by cicatricial tissue, which replaces the granulation tissue. fibers the granulation tissue forms white fibrous tissue around the edges, leaving a scar. fibers in the scab lose their vitality, become non-white fibrous tissue, and are eventually replaced by cicatricial tissue. fibers eventually develop into typical tendon cells, and the fibroblasts develop into typical tendon cells. fibers develop into typical tendon cells, and the tendon fibers gradually develop into typical tendon fibers. fibers develop into typical tendon fibers, and the tendon fibers eventually develop into typical tendon fibers.ia eventually develop into typical tendon fibers, and the tendon fibers eventually become typical tendon fibers.ia is the fibroblasts spreading from the dura mater into the dura mater.ia is eventually replaced by fibroblasts, and the tendon fibers eventually develop
2023-04-19 21:37:06,210 [INFO] Train and Validation Epoch 102 complete. Averge Loss: 1.8486690521240234 Avg Validation Loss  3.5072708129882812
2023-04-19 21:37:06,210 [INFO] Epoch 104 of 200
2023-04-19 21:37:06,875 [INFO] Train Epoch 103 complete.Avg Loss: 1.893947422504425
2023-04-19 21:37:11,942 [INFO] Saved Model at ./small3-qa/small3qa-epoch-104-2023-04-19 21:22:20.657661
2023-04-19 21:37:14,227 [INFO] Over-fit check answer: What is granulation tissue? As a grafting of raw surfaces, the granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium from the edges.. is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.ized surfaces are covered by the ingrowth of epithelium from the granulations until the scab is exposed, leaving a scar..ized surfaces are covered by the development of epithelium until the scab is exposed, leaving a scar.ized surfaces may be covered by the development of epithelium by the development of granulation or cicatricial tissue.ize until the scab is exposed by the development of epithelium vessels.ize until the scab is exposed by the development, which is covered by the development of the papilla, which is covered by the development of the dura mater.What is the process of healing by granulation?ize is a type of cicatricial tissue.What is healing by granulation
2023-04-19 21:37:14,316 [INFO] Train and Validation Epoch 103 complete. Averge Loss: 1.893947422504425 Avg Validation Loss  3.976815938949585
2023-04-19 21:37:14,316 [INFO] Epoch 105 of 200
2023-04-19 21:37:15,093 [INFO] Train Epoch 104 complete.Avg Loss: 1.6901536583900452
2023-04-19 21:37:20,361 [INFO] Saved Model at ./small3-qa/small3qa-epoch-105-2023-04-19 21:22:20.657661
2023-04-19 21:37:22,683 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of granulating surfaces forms, transforms into cicatricial tissue, and is covered by the ingrowth of epithelium from the edges.. onto the granulation tissue, until the scab eventually separates, leaving a scar. that is covered by granulation tissue is covered by granulation tissue until the scab is exposed, leaving a scar. that is covered by granulation tissue is covered by granulation until the granulation tissue is exposed, leaving a scar. The scab gradually separates from the granulation tissue until it is covered by a thin pellicle. that is covered by granulation tissue is covered by the granulation tissue until the granulation tissue is exposed, leaving a scar. that is covered by granulation tissue is covered by granulation until the scab is exposed, leaving aish scab.ized tissue can be shown as the granulation tissue of the faceWhat is the process of epithelium formation? The development of epithelium is widely considered as the type of tissue to fill defects in the dura mater, eventually forming white fibrous tissue, and eventually the
2023-04-19 21:37:22,765 [INFO] Train and Validation Epoch 104 complete. Averge Loss: 1.6901536583900452 Avg Validation Loss  3.5928006172180176
2023-04-19 21:37:22,765 [INFO] Epoch 106 of 200
2023-04-19 21:37:23,452 [INFO] Train Epoch 105 complete.Avg Loss: 1.880419909954071
2023-04-19 21:37:27,242 [INFO] Saved Model at ./small3-qa/small3qa-epoch-106-2023-04-19 21:22:20.657661
2023-04-19 21:37:29,575 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based on the fact that granulation tissue forms when a sufficient amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. fibers spreading from the edges of the wound, leaving a scar, are gradually replaced by cicatricial tissue, while the granulation tissue is covered by the ingrowth of epithelium from the tips of the papilla. fibers passing from one surface to the other, forming a greyish-white color, eventually cover the granulation surface. fibers passing from the granulating surface to the cut surfaces vessels in the subcutaneous cellular tissue proliferate and spindle fibers forming fine fibrillated material around the edges. fibers passing from the edges of the wound to the wound surface are eventually replaced by cicatricial tissue. fibers passing from the wound surface to the wound surface are eventually replaced by cic
2023-04-19 21:37:29,665 [INFO] Train and Validation Epoch 105 complete. Averge Loss: 1.880419909954071 Avg Validation Loss  3.68583345413208
2023-04-19 21:37:29,665 [INFO] Epoch 107 of 200
2023-04-19 21:37:30,387 [INFO] Train Epoch 106 complete.Avg Loss: 1.7160269916057587
2023-04-19 21:37:34,161 [INFO] Saved Model at ./small3-qa/small3qa-epoch-107-2023-04-19 21:22:20.657661
2023-04-19 21:37:36,518 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is more rapid when a greater amount of granulation tissue is present. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.. As the epithelium increases in thickness it assumes a greyish-white color. eventually assumes a greyish-white color. eventually assumes a greyish-white color. is covered by the ingrowth of epithelium from the tips of the papilla, which eventually forms white fibrous tissue. As the epithelium increases in thickness it assumes a greyish-white color.
2023-04-19 21:37:36,608 [INFO] Train and Validation Epoch 106 complete. Averge Loss: 1.7160269916057587 Avg Validation Loss  3.616530656814575
2023-04-19 21:37:36,608 [INFO] Epoch 108 of 200
2023-04-19 21:37:37,270 [INFO] Train Epoch 107 complete.Avg Loss: 1.8260838985443115
2023-04-19 21:37:44,320 [INFO] Saved Model at ./small3-qa/small3qa-epoch-108-2023-04-19 21:22:20.657661
2023-04-19 21:37:46,621 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is regenerated in the subcutaneous cellular tissue of the abdominal wall by the development of epithelium until the scab eventually separates, leaving a scar. dominates the reparative process. gradually fills the gap with granulation tissue until the scab eventually separates, leaving a scar. is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges. until the scab is exposed, leaving a scar. until the scab is exposed to air, and the scab is covered by the ingrowth of epithelium from the edges. until the scab is exposed to the air, leaving a scar. until the scab is exposed to the air, and the scab is covered by the ingrowth of epithelium from the edges. tissue forms white fibrous tissue, which replaces the granulation tissue. fibers are typical fibers, averaging about 1 µ in thickness. fibers are cut into parallel lines and eventually cover a gap in the scab that is times the surface. fibers are eventually replaced by cicatric
2023-04-19 21:37:46,709 [INFO] Train and Validation Epoch 107 complete. Averge Loss: 1.8260838985443115 Avg Validation Loss  3.209479570388794
2023-04-19 21:37:46,709 [INFO] Epoch 109 of 200
2023-04-19 21:37:47,328 [INFO] Train Epoch 108 complete.Avg Loss: 1.9329354465007782
2023-04-19 21:37:50,958 [INFO] Saved Model at ./small3-qa/small3qa-epoch-109-2023-04-19 21:22:20.657661
2023-04-19 21:37:53,227 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue forms as a thin pellicle in the center of the wound where the cut edge is gradually replaced by the epithelium or epithelium has been gradually replaced by cicatricial tissue.. until the gap is filled by a fine fibrillated material which gradually fills the gap, leaving a scar. that is covered by the ingrowth of epithelium from the edges. until the scab is exposed to air, and is covered by the ingrowth of epithelium from the edges. until the dura mater has formed an organic connection with the dura mater, and is covered by the dura mater. eventually separates, leaving a scar. in the dura mater becomes scab, and the dura mater eventually separates from the dura mater, leaving a scar. by granulation tissue, while the dura mater is covered by granulation tissue, can be pulled out in pieces, after which it bleeds when exposed to air for a period ranging from 14 to 21 days until the scab eventually separates, leaving a scar. by cicatricial tissue is gradually replaced by cicatricial
2023-04-19 21:37:53,317 [INFO] Train and Validation Epoch 108 complete. Averge Loss: 1.9329354465007782 Avg Validation Loss  4.088637828826904
2023-04-19 21:37:53,317 [INFO] Epoch 110 of 200
2023-04-19 21:37:54,058 [INFO] Train Epoch 109 complete.Avg Loss: 1.585155725479126
2023-04-19 21:37:58,462 [INFO] Saved Model at ./small3-qa/small3qa-epoch-110-2023-04-19 21:22:20.657661
2023-04-19 21:38:00,757 [INFO] Over-fit check answer: What is granulation tissue? granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. begins epithelium development on the granulating surface by the development of epithelium from the edges. is covered by the ingrowth of epithelium from the edges, while the granulation tissue is covered by the ingrowth of epithelium from the dura mater. until the scab is exposed, leaving a scar. is covered by the proliferation of capillary loops passing from one surface to the other, and the proliferation of the rete Malpighii. vessels permeate the granulation tissue, and by their proliferation, they fill the gap with capillaries spreading in from the periphery towards the center. vessels are eventually replaced by cicatricial tissue, and the granulation tissue is covered by the ingrowth
2023-04-19 21:38:00,845 [INFO] Train and Validation Epoch 109 complete. Averge Loss: 1.585155725479126 Avg Validation Loss  3.531254768371582
2023-04-19 21:38:00,846 [INFO] Epoch 111 of 200
2023-04-19 21:38:01,596 [INFO] Train Epoch 110 complete.Avg Loss: 1.6658924520015717
2023-04-19 21:38:06,405 [INFO] Saved Model at ./small3-qa/small3qa-epoch-111-2023-04-19 21:22:20.657661
2023-04-19 21:38:08,660 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue gradually fills up the cavity, leaving a scar. As the granulation tissue is replaced by cicatricial tissue, which has a greyish-white color and eventually the cells become cornified and the epithelium assumes a greyish-white color.How does granulation occur in the formation of epithelium? In time, it replaces the dura mater, leaving a scar.How does granulation of epithelium develop into typical tendon cells? is only reproduced from pre-existing tendon cells in the tendon cells of the tendon grafting. being a grafting is produced in the dura mater, and there is a modification to the dura mater elements. being regenerated from the subcutaneous cellular tissue of the tendon cells is gradually replaced by connective tissue and the dura mater is replaced by new tendon cells. Connective tissue is gradually replaced by connective tissue elements, and it is not regenerated from the subcutaneous cellular tissue, but is replaced by connective tissue elements to fill a gap in the dura mater that is speedily filled by new tendon fibers. fibers,
2023-04-19 21:38:08,750 [INFO] Train and Validation Epoch 110 complete. Averge Loss: 1.6658924520015717 Avg Validation Loss  3.9273269176483154
2023-04-19 21:38:08,750 [INFO] Epoch 112 of 200
2023-04-19 21:38:09,496 [INFO] Train Epoch 111 complete.Avg Loss: 1.708840250968933
2023-04-19 21:38:14,937 [INFO] Saved Model at ./small3-qa/small3qa-epoch-112-2023-04-19 21:22:20.657661
2023-04-19 21:38:17,202 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium from the edges. As the granulation tissue is slowly replaced by cicatricial tissue, it assumes a greyish-white color. Leucocytes in the rete Malpighii. In the thigh  is the type of epithelium eventually replaced by fibroblasts, while the dura mater gradually fills the gap and is covered by the ingrowth of epithelium from the dura mater.ium increases in thickness, but there is not sufficient regeneration of the dura mater to fill the gap, leaving a scar.ium gradually fills the dura mater, and is covered by the growth of epithelium from the dura mater. fibers grow into the dura mater, and are eventually replaced by cicatricial tissue until the dura mater is replaced by cicatricial tissue. fibers are eventually replaced by fibroblasts, while the dura mater is covered by the ingrowth of epithelium from the dura mater. fibers in the dura mater gradually cover the granulation tissue with a thin pellicle
2023-04-19 21:38:17,286 [INFO] Train and Validation Epoch 111 complete. Averge Loss: 1.708840250968933 Avg Validation Loss  3.921876907348633
2023-04-19 21:38:17,286 [INFO] Epoch 113 of 200
2023-04-19 21:38:18,039 [INFO] Train Epoch 112 complete.Avg Loss: 1.7494491636753082
2023-04-19 21:38:22,813 [INFO] Saved Model at ./small3-qa/small3qa-epoch-113-2023-04-19 21:22:20.657661
2023-04-19 21:38:25,119 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is commonly indicated after operations for malignant disease in which considerable areas of skin must be sacrificed, and after accidents, such as avulsion of the scalp by machinery.  Skin grafting of granulating surfaces is commonly indicated after operations for alcoholism, tetanus, anthrax, and many other surgical diseases in which considerable areas of skin must be sacrificed, and after accidents, such as avulsion of the scalp by machinery.  Skin grafting of granulating surfaces is commonly indicated after accidents for alcoholism, tetrax, and many other surgical diseases in which considerable areas of skin must be sacrificed by machinery.  Skin grafting of granulating surfaces may be applied to a raw surface or to one that is covered with granulations.  Skin grafting of granulating surfaces may be applied to granulating surfaces that are covered with granulations. Under the influence of scab, the formation of granulation tissue forms a hard crust or scab, which serves to protect the surface from external irritation. Under the influence of granulation, granulation tissue forms a hard crust or scab, which serves to protect surface from external irritation. Under the influence of granulation, granulation tissue forms
2023-04-19 21:38:25,205 [INFO] Train and Validation Epoch 112 complete. Averge Loss: 1.7494491636753082 Avg Validation Loss  3.9231300354003906
2023-04-19 21:38:25,205 [INFO] Epoch 114 of 200
2023-04-19 21:38:25,872 [INFO] Train Epoch 113 complete.Avg Loss: 1.7847822308540344
2023-04-19 21:38:30,477 [INFO] Saved Model at ./small3-qa/small3qa-epoch-114-2023-04-19 21:22:20.657661
2023-04-19 21:38:32,783 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a thin pellicle, which is produced in the interior of the parent cell. As the epithelium increases in thickness, it assumes a greyish-white color.rafts are eventually replaced by cicatricial tissue, and the resulting cells are known as  polymorpho-nuclear leucocytes, which act as phagocytes, making them white fibrous tissue. fibers are derived from the proliferation of the special cells of the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation, they fill up the gap with a fine fibrillated material which replaces the granulation tissue. fibers are elongated and spindle-shaped, and produce fine fibrillated material around them, which replaces the granulation tissue. fibers are eventually replaced by cicatricial tissue, and the resulting cells are cicatricial tissue taking the place of the papilla. fibers are eventually replaced by cicatricial tissue, and the resulting fibroblasts fill up the gap with fine fibrillated tissue. fibers are eventually replaced by cicatricial
2023-04-19 21:38:32,866 [INFO] Train and Validation Epoch 113 complete. Averge Loss: 1.7847822308540344 Avg Validation Loss  3.8236451148986816
2023-04-19 21:38:32,866 [INFO] Epoch 115 of 200
2023-04-19 21:38:33,594 [INFO] Train Epoch 114 complete.Avg Loss: 1.6176719963550568
2023-04-19 21:38:39,565 [INFO] Saved Model at ./small3-qa/small3qa-epoch-115-2023-04-19 21:22:20.657661
2023-04-19 21:38:41,846 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is regenerated when a wound is exposed to air, air forms a hard crust or scab or forms a hard crust or scab, passing through the tips of the papilla, leaving a scar. exposed to the air forms a hard crust or scab spreading in the tissues.'s development into typical thickness, leaving a scar. begins as a greyish-white color. eventually bleeds and is replaced by cicatricial tissue, which has a greyish-white color. eventually bleeds and is replaced by cicatricial tissue, which has a greyish-white color. until the scab eventually separates, leaving a greyish-white color. until the scab is exposed, and the scab eventually separates, leaving a greyish-white color.ize. into a scab, and the final fusion of the two, leaving a greyish-white color. into a wound, and the final fusion of the two, leaving a greyish-white color. into a small superficial wound, and eventually separates, leaving a greyish-white color
2023-04-19 21:38:41,936 [INFO] Train and Validation Epoch 114 complete. Averge Loss: 1.6176719963550568 Avg Validation Loss  3.683516502380371
2023-04-19 21:38:41,936 [INFO] Epoch 116 of 200
2023-04-19 21:38:42,712 [INFO] Train Epoch 115 complete.Avg Loss: 1.5456912517547607
2023-04-19 21:38:47,848 [INFO] Saved Model at ./small3-qa/small3qa-epoch-116-2023-04-19 21:22:20.657661
2023-04-19 21:38:50,126 [INFO] Over-fit check answer: What is granulation tissue? Grafts of raw surfaces are formed by the ingrowing of epithelium from the edges. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. A greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. A greater amount of granulation tissue is required to fill a gap in a scab that cannot be approximated due becoming permeated by granulation tissue when the granulation tissue is exposed to air for a period to air-bells. Under aseptic conditions, the development of granulation tissue gradually cover the granulation tissue until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium from the granulation tissue may be firmly united in from three to five days. that is covered by the ingrowth of the cut edge is known as the granulation end. that is covered by the granulation tissue is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the
2023-04-19 21:38:50,210 [INFO] Train and Validation Epoch 115 complete. Averge Loss: 1.5456912517547607 Avg Validation Loss  3.5931003093719482
2023-04-19 21:38:50,210 [INFO] Epoch 117 of 200
2023-04-19 21:38:50,960 [INFO] Train Epoch 116 complete.Avg Loss: 1.566498041152954
2023-04-19 21:38:55,717 [INFO] Saved Model at ./small3-qa/small3qa-epoch-117-2023-04-19 21:22:20.657661
2023-04-19 21:38:58,037 [INFO] Over-fit check answer: What is granulation tissue? A granulating surface is a thin pellicle of granulation tissue developed by the granulation tissue passing from one surface to the other, leaving a scar. This granulation tissue is covered by the ingrowth of epithelium from the edges. begins in the wall of the granulation tissue, and is covered by the growth of epithelium on the granulating surface. begins as a thin pellicle, developed in the granulation as a greyish-white color. begins as the granulation tissue is covered by the ingrowth of epithelium from the edges. around the granulation tissue, leaving a scar. is the thickness of the granulation tissue, the granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium on the granulation surface. increases in thickness as the granulation tissue is covered by granulation fibers spreading from the edges. Thins and gives way, leaving a scar that is-white color. Brightens, leaving a scar that is scab. Brightens, leaving a scar that is scab-white color. Brightens, leaving a scar that is scab.
2023-04-19 21:38:58,126 [INFO] Train and Validation Epoch 116 complete. Averge Loss: 1.566498041152954 Avg Validation Loss  3.5245628356933594
2023-04-19 21:38:58,126 [INFO] Epoch 118 of 200
2023-04-19 21:38:58,778 [INFO] Train Epoch 117 complete.Avg Loss: 1.7796335816383362
2023-04-19 21:39:02,977 [INFO] Saved Model at ./small3-qa/small3qa-epoch-118-2023-04-19 21:22:20.657661
2023-04-19 21:39:05,308 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is produced in the subcutaneous cellular tissue of the abdominal wall by the passing of the razor through the tissues, the passing of the razor through the tips of the papilla, which appear as tiny red points yielding a moderate ooze of blood. granulation tissue is formed by the proliferation of epithelium from the edges, the proliferation of the granulation tissue gradually cover the granulation tissue, and the growth of epithelium takes place by the development of granulation and cicatricial tissue. fibers spreading in from the periphery towards the centre, forming white fibrous tissue, and the proliferation of the granulation tissue fibers fibers spreading in from the periphery towards the center. fibers spreading in from the periphery towards the centre. fibers spreading in from the periphery towards the periphery. fibers spreading in from the center towards the center. fibers spreading in from the periphery towards the center. fibers passing from one part of the body to the other, leaving a scar. fibers passing from one part of the body to the other, leaving a scar. fibers passing from one part of the body to the other, leaving a scab
2023-04-19 21:39:05,396 [INFO] Train and Validation Epoch 117 complete. Averge Loss: 1.7796335816383362 Avg Validation Loss  3.711383581161499
2023-04-19 21:39:05,396 [INFO] Epoch 119 of 200
2023-04-19 21:39:06,161 [INFO] Train Epoch 118 complete.Avg Loss: 1.6821094751358032
2023-04-19 21:39:10,746 [INFO] Saved Model at ./small3-qa/small3qa-epoch-119-2023-04-19 21:22:20.657661
2023-04-19 21:39:13,065 [INFO] Over-fit check answer: What is granulation tissue? It is a thin, tough membrane, developed in the interior of the parent cell. Spores are remarkable for their tenacity of life, and for the resistance they offer to the action of heat and chemical germicides. Bacteria are most conveniently classified according to their shape. Thus we recognise (1) those that are globular  cocci ; (2) those that resemble a rod  bacilli ; (3) the spiral or wavy forms  spirilla. or wavy forms  spirilla. forms are globular or wavy forms  spirilla. spiral forms are globular or wavy forms. spirilla forms are globular forms. spiral forms are spiral or wavy forms. wavy forms are spiral or wavy forms. spindle-shaped forms are spiral or wavy forms.ish-shaped forms are spirilla., color. As a scab, the scab,, and the resulting cells remain in pairs, and eventually become grouped in a greyish-white color. are the
2023-04-19 21:39:13,155 [INFO] Train and Validation Epoch 118 complete. Averge Loss: 1.6821094751358032 Avg Validation Loss  3.633998155593872
2023-04-19 21:39:13,155 [INFO] Epoch 120 of 200
2023-04-19 21:39:13,930 [INFO] Train Epoch 119 complete.Avg Loss: 1.630062848329544
2023-04-19 21:39:18,293 [INFO] Saved Model at ./small3-qa/small3qa-epoch-120-2023-04-19 21:22:20.657661
2023-04-19 21:39:20,600 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin, thin pellicle with a thin crust or wavy scab. As the scab is exposed to air, the epithelium increases in thickness, and as the granulation tissue is exposed to the air, it assumes a greyish-white color.'s scab eventually separates, leaving a scar. begins to be covered by the scab, which is covered by the scab until the scab eventually separates, leaving a scar. by granulation is the type of scab where the granulation tissue is the most important member. eventually separates, leaving a scar., is replaced by cicatricial tissue, by thickness, and the surface is covered by the scab. is covered by the scab, which is covered by the granulation tissue. is covered by the granulation tissue, which is covered by the granulation tissue. is covered by the granulation tissue, which is covered by the granulation tissue. is covered by the
2023-04-19 21:39:20,689 [INFO] Train and Validation Epoch 119 complete. Averge Loss: 1.630062848329544 Avg Validation Loss  3.7208151817321777
2023-04-19 21:39:20,689 [INFO] Epoch 121 of 200
2023-04-19 21:39:21,486 [INFO] Train Epoch 120 complete.Avg Loss: 1.3909644484519958
2023-04-19 21:39:27,065 [INFO] Saved Model at ./small3-qa/small3qa-epoch-121-2023-04-19 21:22:20.657661
2023-04-19 21:39:29,394 [INFO] Over-fit check answer: What is granulation tissue?  The granulation tissue is a thin pellicle surrounded by a thin fibrillated material which gradually fills the gap with granulation tissue, leaving a scar. As the granulation tissue is replaced by cicatricial tissue, new tissue forms, and is replaced by cicatricial tissue, while the granulation tissue is replaced by cicatricial tissue. surface is covered by the ingrowth of epithelium from the edges. surface is covered by the development of epithelium until the scab has formed a fine fibrillated material around the scab, leaving a scar. process is rapid and it may be many weeks before it is complete. surface is covered by the development of epithelium until the scab eventually separates, leaving a scar. eventually separates, leaving a scar that is smooth, sharp, and prominent. course of time is remarkably constant. loops are cut into, and the surface is covered by the ingrowth of epithelium from the edges. areas are covered by the proliferation of epithelium from the granulation surface to the cut edge. areas are covered by the formation of cicat
2023-04-19 21:39:29,485 [INFO] Train and Validation Epoch 120 complete. Averge Loss: 1.3909644484519958 Avg Validation Loss  4.11135196685791
2023-04-19 21:39:29,485 [INFO] Epoch 122 of 200
2023-04-19 21:39:30,191 [INFO] Train Epoch 121 complete.Avg Loss: 1.667945772409439
2023-04-19 21:39:35,445 [INFO] Saved Model at ./small3-qa/small3qa-epoch-122-2023-04-19 21:22:20.657661
2023-04-19 21:39:37,745 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. While these changes are taking place in the wound, the granulation tissue gradually fills the gap with granulation tissue, and is covering the granulation surface. As the granulation tissue is slowly replaced by cicatricial tissue, the granulation tissue bleeds, and is covered by the ingrowth of epithelium from the tips. As the epithelium increases in thickness, it assumes a greyish-white color, and eventually the cells become cornified and the epithelium assumes a greyish-white color.,, and the dura mater,, and bone, develop into typical tendon cells, and the dura mater gradually fills the gap with connective tissue, and is covered by the ingrowth of the tendon. fibers, with their connective tissue, become elongated and spindle-shaped, and eventually the dura mater assumes a greyish-white color.What is the process of regeneration of the dura mater by becoming elongated and spindle
2023-04-19 21:39:37,825 [INFO] Train and Validation Epoch 121 complete. Averge Loss: 1.667945772409439 Avg Validation Loss  3.566802740097046
2023-04-19 21:39:37,826 [INFO] Epoch 123 of 200
2023-04-19 21:39:38,609 [INFO] Train Epoch 122 complete.Avg Loss: 1.556374877691269
2023-04-19 21:39:44,361 [INFO] Saved Model at ./small3-qa/small3qa-epoch-123-2023-04-19 21:22:20.657661
2023-04-19 21:39:46,741 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin layer of the essential tissue, developed into the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.. until the epithelium has formed a fine fibrillated material around the scab, leaving a scar. in the scab. that is covered by the ingrowth of epithelium from the edges. from the wound begin to sprout onto the wound surface, and by their proliferation gradually cover the granulation tissue. until the epithelium has formed a scar that replaces the granulation tissue. that is covered by the ingrowth of the epithelium from the edges. that is covered by the epithelium from the granulation tissue. develop into typical scab tissue, with the granulation tissue eventually cover the granulation tissue.How does the wound
2023-04-19 21:39:46,830 [INFO] Train and Validation Epoch 122 complete. Averge Loss: 1.556374877691269 Avg Validation Loss  3.576263666152954
2023-04-19 21:39:46,830 [INFO] Epoch 124 of 200
2023-04-19 21:39:47,581 [INFO] Train Epoch 123 complete.Avg Loss: 1.5172244608402252
2023-04-19 21:39:51,745 [INFO] Saved Model at ./small3-qa/small3qa-epoch-124-2023-04-19 21:22:20.657661
2023-04-19 21:39:54,838 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is not only capable of regeneration, but it acquires a system of lymph and blood vessels, transforms granulation tissue into cicatricial tissue, and is permeated by new nerve fibers spreading from the periphery towards the centre. fibers passing from one part of the body to another, and the surface is covered by the ingrowth of epithelium from the edges. fibers passing from one part of the body to another, and the granulation tissue is covered by the ingrowth of the special fibers passing from one part of the body to another. fibers passing from one part of the body to another, and the granulation tissue is gradually replaced by cicatricial tissue, and the surface is covered by the new nerve fibers spreading from the periphery towards the center. fibers passing from one part of the body to another in the scab, and the surface is covered by the ingrowth of the special fibers passing from one part of the body to another. tissue takes the place of the lymph and is gradually replaced by new fibers spreading from the periphery towards the center. fibers spreading from one part of the body to another in the dura mater,
2023-04-19 21:39:54,920 [INFO] Train and Validation Epoch 123 complete. Averge Loss: 1.5172244608402252 Avg Validation Loss  3.6241464614868164
2023-04-19 21:39:54,921 [INFO] Epoch 125 of 200
2023-04-19 21:39:55,641 [INFO] Train Epoch 124 complete.Avg Loss: 1.5140151977539062
2023-04-19 21:39:59,885 [INFO] Saved Model at ./small3-qa/small3qa-epoch-125-2023-04-19 21:22:20.657661
2023-04-19 21:40:02,203 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based on granulation with the razor passing through the tips of the papilla, which appear as tiny red points yielding a moderate ooze of blood. dominates the granulation tissue, and is covered by the growth of epithelium until the scab, which is covered by the growth of epithelium until the scab eventually separates, leaving a scar. until the scab separates is covered by the growth of epithelium until the scab eventually separates, leaving a scar. until the scab is exposed, leaving a scar. until the scab is brought into apposition by the formation of granulation tissue, and the growth of epithelium on the surface,
2023-04-19 21:40:02,285 [INFO] Train and Validation Epoch 124 complete. Averge Loss: 1.5140151977539062 Avg Validation Loss  3.9598312377929688
2023-04-19 21:40:02,285 [INFO] Epoch 126 of 200
2023-04-19 21:40:03,039 [INFO] Train Epoch 125 complete.Avg Loss: 1.5757944881916046
2023-04-19 21:40:08,236 [INFO] Saved Model at ./small3-qa/small3qa-epoch-126-2023-04-19 21:22:20.657661
2023-04-19 21:40:10,541 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based on bacterial life, while the growth of cicatricial tissue is not uniform. proliferation of epithelium on granulation surfaces is covered by the growth of epithelium on the granulation tissue. transformation of granulation tissue into cicatricial tissue forms a fine fibrillated material around the surface, and replaces the granulation tissue. surface is covered by the growth of epithelium until the scab eventually separates, leaving a scar. transformation of granulation tissue into cicatricial tissue is replaced by cicatricial tissue. surface is covered by the growth of epithelium until the scab is exposed, leaving a scar. surface is covered by the growth of epithelium until the scab is exposed, leaving a scar. surface is covered by the epithelium until the scab is exposed, leaving a scar. surface is covered by the growth of epithelium until the scab is sacrificed.What is the process of epithelium becoming elongated and spindle-shaped, and the growth of epithelium? surface is covered by the
2023-04-19 21:40:10,625 [INFO] Train and Validation Epoch 125 complete. Averge Loss: 1.5757944881916046 Avg Validation Loss  3.2961573600769043
2023-04-19 21:40:10,625 [INFO] Epoch 127 of 200
2023-04-19 21:40:11,328 [INFO] Train Epoch 126 complete.Avg Loss: 1.6171606481075287
2023-04-19 21:40:17,112 [INFO] Saved Model at ./small3-qa/small3qa-epoch-127-2023-04-19 21:22:20.657661
2023-04-19 21:40:19,452 [INFO] Over-fit check answer: What is granulation tissue? The process occurs by the formation of capillary loops passing from one surface to the other, and goes on until the gap is filled by a fine fibrillated material. This eventually forms white fibrous tissue, which replaces the granulation tissue. tissue is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. until the scar that is left becomes smooth, pale, and depressed. areas of the wound begin to sprout onto the wound surface, and by their proliferation, the epithelium increases in thickness, and eventually replaces the granulation tissue. surface is covered by the ingrowth of epithelium from the edges. fibers, like the granulation tissue around them, become elongated and spindle-shaped, and eventually fill the gap with a fine fibrillated material. fibers are eventually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. fibers in the scab continue to sprout onto the wound surface, and by their proliferation, cover the granulation tissue with a thin pellicle. fibers
2023-04-19 21:40:19,542 [INFO] Train and Validation Epoch 126 complete. Averge Loss: 1.6171606481075287 Avg Validation Loss  3.4728000164031982
2023-04-19 21:40:19,542 [INFO] Epoch 128 of 200
2023-04-19 21:40:20,208 [INFO] Train Epoch 127 complete.Avg Loss: 1.706150472164154
2023-04-19 21:40:26,253 [INFO] Saved Model at ./small3-qa/small3qa-epoch-128-2023-04-19 21:22:20.657661
2023-04-19 21:40:28,577 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces forms, the granulation tissue of the granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium from the edges. As a small superficial wound exposed to air, the granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium from the edges. As the granulation tissue is slowly replaced by cicatricial tissue, which has a greyish-white color and eventually replaces the granulation tissue. As the epithelium increases in thickness, it assumes a greyish-white color. As the granulation tissue is slowly replaced by cicatricial tissue, which has a greyish-white color. is covered by the ingrowth of epithelium from the granulation surface.
2023-04-19 21:40:28,667 [INFO] Train and Validation Epoch 127 complete. Averge Loss: 1.706150472164154 Avg Validation Loss  3.7839555740356445
2023-04-19 21:40:28,667 [INFO] Epoch 129 of 200
2023-04-19 21:40:29,419 [INFO] Train Epoch 128 complete.Avg Loss: 1.4333180785179138
2023-04-19 21:40:34,600 [INFO] Saved Model at ./small3-qa/small3qa-epoch-129-2023-04-19 21:22:20.657661
2023-04-19 21:40:36,932 [INFO] Over-fit check answer: What is granulation tissue? It is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. course of time, as the epithelium increases in thickness, it assumes a greyish-white color. development of epithelium until the granulation tissue replaces the granulation tissue. development of epithelium as the granulation tissue is slowly replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. transformation of granulation tissue into cicatricial tissue until the scar is exposed, leaving a scar. surface is covered by the ingrowth of epithelium from the tips. development of the dura mater and cicatricial tissue until the dura mater is exposed, leaving a scar. growth of epithelium until the dura mater is exposed, leaving
2023-04-19 21:40:37,015 [INFO] Train and Validation Epoch 128 complete. Averge Loss: 1.4333180785179138 Avg Validation Loss  3.98516583442688
2023-04-19 21:40:37,015 [INFO] Epoch 130 of 200
2023-04-19 21:40:37,786 [INFO] Train Epoch 129 complete.Avg Loss: 1.43832927942276
2023-04-19 21:40:41,561 [INFO] Saved Model at ./small3-qa/small3qa-epoch-130-2023-04-19 21:22:20.657661
2023-04-19 21:40:43,857 [INFO] Over-fit check answer: What is granulation tissue? As the granulation tissue is gradually replaced by cicatricial tissue, it assumes a greyish-white color.'s transformation into cicatricial tissue is rapid and extensive. eventually separates, leaving a scar.. vessels in the subcutaneous cellular tissue, and by granulation, increase their vitality, and increase the amount of regeneration of the essential tissue elements, forming white fibrous tissue. in which the process of repair is based (1) is based on cicatricial tissue, while the process of repair may be based on cicatricial tissue with a greyish-white color.What is the process of repair by granulation tissue in the subcutaneous cellular tissue? The process of repair by granulation is based on cicatricial tissue elements, while the process of repair may be based on cicatricial tissue with a greyish-white color.What is the process of healing by granulation? Healing by granulation is based on cicatricial tissue, while the process of healing
2023-04-19 21:40:43,946 [INFO] Train and Validation Epoch 129 complete. Averge Loss: 1.43832927942276 Avg Validation Loss  3.786184787750244
2023-04-19 21:40:43,946 [INFO] Epoch 131 of 200
2023-04-19 21:40:44,656 [INFO] Train Epoch 130 complete.Avg Loss: 1.564657747745514
2023-04-19 21:40:50,696 [INFO] Saved Model at ./small3-qa/small3qa-epoch-131-2023-04-19 21:22:20.657661
2023-04-19 21:40:54,312 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based on a successful graft of epidermis shaved from the surface of the skin by machinery, the razor passing through the tips of the papilla, which appear as tiny red points yielding a moderate ooze of blood.rafts are based on the skin grafting of the epidermis passing from one surface to the other, the razor passing from one surface to the other, which is speedily followed by an oozing of blood.rafts are based on the skin grafting of the cut edge passing from one surface to another, the razor passing from one surface to the other, which is rapid, and the razor passing from one surface to the other, which is rapid, and the razor passing from one surface to the other.rafting of granulation surfaces is rapid, it may be many days before the graft is complete, the surface is covered by the ingrowth of epithelium from the cut edge until the cut edge is exposed, and the granulation tissue is covered by the ingrowth of epithelium from the edges.rafting of epithelium is covered by the ingrowth of epithelium from the edges.ing
2023-04-19 21:40:54,490 [INFO] Train and Validation Epoch 130 complete. Averge Loss: 1.564657747745514 Avg Validation Loss  3.6076347827911377
2023-04-19 21:40:54,490 [INFO] Epoch 132 of 200
2023-04-19 21:40:55,201 [INFO] Train Epoch 131 complete.Avg Loss: 1.5147446393966675
2023-04-19 21:40:58,485 [INFO] Saved Model at ./small3-qa/small3qa-epoch-132-2023-04-19 21:22:20.657661
2023-04-19 21:41:00,838 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is not only anaerobes, but can be regenerated to replace the granulation tissue with new material which approximates more or less closely to the normal according to the recuperative capacity of the surface. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. until the epithelium has formed an organic connection with the tissue, and is covered by the ingrowth of epithelium from the granulation surface. on the granulation surface is covered by the ingrowth of epithelium from the granulation surface by the ingium of the rete Malpighii. onto the wound surface causes the epithelium to cover the granulation surface, and is covered by the ingrowth of epithelium from the granulation surface by the ingium of the rete Malpighii. on the granulation surface is covered by the epithelium until the rete Malpighii has formed an organic connection with the granulation tissue. areas are covered by the ingrowth of epithelium
2023-04-19 21:41:00,926 [INFO] Train and Validation Epoch 131 complete. Averge Loss: 1.5147446393966675 Avg Validation Loss  3.2745745182037354
2023-04-19 21:41:00,927 [INFO] Epoch 133 of 200
2023-04-19 21:41:01,639 [INFO] Train Epoch 132 complete.Avg Loss: 1.5235282480716705
2023-04-19 21:41:06,553 [INFO] Saved Model at ./small3-qa/small3qa-epoch-133-2023-04-19 21:22:20.657661
2023-04-19 21:41:08,861 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces forms granulation tissue, as may be seen in granulation of raw surfaces. As the granulation tissue is gradually replaced by cicatricial tissue, it bleeds and is covered by the ingrowth of epithelium from the edges.How is the rete Malpighii? In time it bleeds when cut into, and is covered by the ingrowth of epithelium from the granulation surface. onto the granulation surface, transforms into cicatricial tissue, and is covered by epithelium until the scar that is left becomes smooth, pale, and depressed. onto the granulation surface is replaced by cicatricial tissue, and is covered by the ingrowth of epithelium from the granulation surface. onto the granulation surface is covered by the ingrowth of epithelium from the granulation surface. onto the granulation surface is covered by the ingrowth of epithelium from the granulation surface. is covered by the epithelium until the wound is exposed, leaving a scar. into the wound surface by the
2023-04-19 21:41:08,943 [INFO] Train and Validation Epoch 132 complete. Averge Loss: 1.5235282480716705 Avg Validation Loss  4.0546956062316895
2023-04-19 21:41:08,943 [INFO] Epoch 134 of 200
2023-04-19 21:41:09,611 [INFO] Train Epoch 133 complete.Avg Loss: 1.5249916911125183
2023-04-19 21:41:13,997 [INFO] Saved Model at ./small3-qa/small3qa-epoch-134-2023-04-19 21:22:20.657661
2023-04-19 21:41:16,315 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is produced in the wound by the formation of granulation tissue, a thin pellicle, developed in the wound surface towards the granulation tissue, the granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. surface is covered by the ingrowth of epithelium from the granulation surfaces. until the scab is exposed to air, the granulation tissue forms an organic connection with the granulation tissue, and is covered by the ingrowth of epithelium from the granulation surfaces. eventually separates, leaving a scar. that is covered by the ingrowth of the epithelium is eventually replaced by cicatricial tissue, while the granulation tissue is covered by the ingrowth of epithelium from the granulation surfaces. eventually separates, leaving a scar. that is covered by the granulation is covered by the ingrowth of epithelium from the granulation surfaces.,What is the process of cicatricial tissue? Healing by granulation tissue is a modification of the repar
2023-04-19 21:41:16,404 [INFO] Train and Validation Epoch 133 complete. Averge Loss: 1.5249916911125183 Avg Validation Loss  3.7654309272766113
2023-04-19 21:41:16,404 [INFO] Epoch 135 of 200
2023-04-19 21:41:17,110 [INFO] Train Epoch 134 complete.Avg Loss: 1.4979355335235596
2023-04-19 21:41:24,336 [INFO] Saved Model at ./small3-qa/small3qa-epoch-135-2023-04-19 21:22:20.657661
2023-04-19 21:41:26,640 [INFO] Over-fit check answer: What is granulation tissue? The process occurs by the formation of granulation tissue, gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges. begins in the wall of the capillaries and is covered by the ingrowth of epithelium from the edges. of the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation, the epithelium increases in thickness, and assumes a greyish-white color. eventually replaces the granulation tissue by cicatricial tissue, and the epithelium eventually replaces the granulation tissue by cicatricial tissue. cells remain in pairs, with the resulting fusion of the surfaces causing them to become elongated and spindle-shaped, and producing fine fibrillated material around them, which replaces the granulation tissue. and fine fibrillated tissue can be approximated as greyish-white color. areas are filled by the development of epithelium from the granulation tissue, and the granulation tissue is covered by the ingrowth of epithelium from the edges
2023-04-19 21:41:26,724 [INFO] Train and Validation Epoch 134 complete. Averge Loss: 1.4979355335235596 Avg Validation Loss  4.185107707977295
2023-04-19 21:41:26,724 [INFO] Epoch 136 of 200
2023-04-19 21:41:27,407 [INFO] Train Epoch 135 complete.Avg Loss: 1.5777798295021057
2023-04-19 21:41:34,621 [INFO] Saved Model at ./small3-qa/small3qa-epoch-136-2023-04-19 21:22:20.657661
2023-04-19 21:41:36,965 [INFO] Over-fit check answer: What is granulation tissue? Grafts are derived from the proliferation of epithelium or the proliferation of the cutaneous epithelium from the edges. As lymph and leucocytes escape from the exposed surface there is a certain amount of serous or sero-purulent discharge. On examining the wound at intervals of a few days, it is found that the granulation tissue gradually fills up the gap and is replaced by cicatricial tissue, while the epithelium gradually fills the gap and is replaced by cicatricial tissue. As the epithelium increases in thickness, it assumes a greyish-white color. As the granulation tissue is slowly replaced by cicatricial tissue, which replaces the granulation tissue, the granulation tissue bleeds and is covered by the ingrowth of epithelium from the edges.What is the process by which granulation tissue is formed, and is the process by which granulation tissue is replaced by cicatricial tissue that replaces the granulation tissue.What is the process by which granulation tissue is formed by the development of granulation tissue around the gran
2023-04-19 21:41:37,055 [INFO] Train and Validation Epoch 135 complete. Averge Loss: 1.5777798295021057 Avg Validation Loss  3.543560743331909
2023-04-19 21:41:37,055 [INFO] Epoch 137 of 200
2023-04-19 21:41:37,776 [INFO] Train Epoch 136 complete.Avg Loss: 1.5194197595119476
2023-04-19 21:41:43,697 [INFO] Saved Model at ./small3-qa/small3qa-epoch-137-2023-04-19 21:22:20.657661
2023-04-19 21:41:46,014 [INFO] Over-fit check answer: What is granulation tissue? The exudate transferred from one surface to another forms a greyish-white color.. eventually separates, leaving a scar. becomes a greyish-white color.'s scab, fibers, and the granulation tissue in which the graft is in contact, by granulation tissue, forms a greyish-white color.'s process of repair is more prolonged.What is the process of repair by granulation tissue, which is gradually replaced by cicatricial tissue?How does granulation tissue do all that is required of repair in order to be considered as a scaffolding tissue?How does granulation tissue play a crucial role in healing by
2023-04-19 21:41:46,105 [INFO] Train and Validation Epoch 136 complete. Averge Loss: 1.5194197595119476 Avg Validation Loss  4.01489782333374
2023-04-19 21:41:46,105 [INFO] Epoch 138 of 200
2023-04-19 21:41:46,856 [INFO] Train Epoch 137 complete.Avg Loss: 1.3306852877140045
2023-04-19 21:41:52,113 [INFO] Saved Model at ./small3-qa/small3qa-epoch-138-2023-04-19 21:22:20.657661
2023-04-19 21:41:54,394 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is the granulation tissue around the cut edge that is covered by the granulation tissue until the wound is filled by a fine fibrillated material. As the granulation tissue is replaced by cicatricial tissue, the surface is covered by the ingrowth of epithelium from the edges. As lymph and leucocytes escape from the exposed surface there is a certain amount of serous or sero-purulent discharge. On examining granulation surfaces, it is found that the granulation tissue gradually fills the gap and is replaced by cicatricial tissue until the gap is filled by cicatricial tissue. As the granulation tissue is slowly replaced by cicatricial tissue, it bleeds and is replaced by cicatricial tissue.How is the process of healing? The process of healing by granulation tissue is rapid and extensive.What is healing by granulation tissue when a wound is exposed to air-bells? The granulation tissue gradually separates into three, forming white fibrous tissue, which is covered by the ingrowth of epithelium from the granulation tissue.
2023-04-19 21:41:54,483 [INFO] Train and Validation Epoch 137 complete. Averge Loss: 1.3306852877140045 Avg Validation Loss  3.527210235595703
2023-04-19 21:41:54,483 [INFO] Epoch 139 of 200
2023-04-19 21:41:55,213 [INFO] Train Epoch 138 complete.Avg Loss: 1.3739619553089142
2023-04-19 21:41:59,641 [INFO] Saved Model at ./small3-qa/small3qa-epoch-139-2023-04-19 21:22:20.657661
2023-04-19 21:42:01,907 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causes them to adhere, capillary loops pass from one surface to the other, and their final fusion takes place by the further development of granulation and cicatricial tissue. is produced in the subcutaneous cellular tissue of the abdominal wall by the growth of epithelium from the proliferation of epithelium until the gap is filled by a fine fibrillated material. This eventually forms a scar, which replaces the granulation tissue. is covered by the growth of epithelium until the resulting wound is covered by the ingrowth of epithelium from the edges. from the cut edge towards the other end. vessels, like the granulation tissue, are brought into apposition by the proliferation of epithelium from the edges. is gradually replaced by cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the granulation tissue until the wound is covered by the ingrowth of epithelium from the edges. as a grafting tissue. that is covered by the ingrowth of epithelium from the granulation tissue is covered by the ingrowth of the epit
2023-04-19 21:42:01,990 [INFO] Train and Validation Epoch 138 complete. Averge Loss: 1.3739619553089142 Avg Validation Loss  4.056550025939941
2023-04-19 21:42:01,990 [INFO] Epoch 140 of 200
2023-04-19 21:42:02,681 [INFO] Train Epoch 139 complete.Avg Loss: 1.5146763324737549
2023-04-19 21:42:07,465 [INFO] Saved Model at ./small3-qa/small3qa-epoch-140-2023-04-19 21:22:20.657661
2023-04-19 21:42:09,792 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is regenerated in the same way as the ovary or thyreoid, and has been shown to function, but there is not sufficient regeneration of the essential tissue elements to "carry on"; the secreting tissue is gradually replaced by connective tissue and the special function comes to an end.., like the secreting tissue in the central nervous system and highly specialized glandular tissues, is gradually replaced by connective tissue and the special function comes to an end. in the periphery towards the periphery, while the secreting tissue is gradually replaced by connective tissue and the special function comes to an clot forms, leaving a scar. in the periphery towards the periphery, and is covered by the ingrowth of the edges. into the dura mater, and is covered by the proliferation of epithelium until the dura mater is replaced by cicatricial tissue.How is the process of repair?Are the processes of repair by granulation tissue possible, and can aseptic conditions render aseptic conditions in contact, and improper applications of mucous membrane? that is covered by
2023-04-19 21:42:09,875 [INFO] Train and Validation Epoch 139 complete. Averge Loss: 1.5146763324737549 Avg Validation Loss  4.1597819328308105
2023-04-19 21:42:09,875 [INFO] Epoch 141 of 200
2023-04-19 21:42:10,608 [INFO] Train Epoch 140 complete.Avg Loss: 1.446609228849411
2023-04-19 21:42:16,258 [INFO] Saved Model at ./small3-qa/small3qa-epoch-141-2023-04-19 21:22:20.657661
2023-04-19 21:42:18,584 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is produced by the formation of cicatricial tissue around the edges of the wound where the surface is covered by the ingrowth of epithelium from the edges. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. In highly vascular parts, such as the face, the reparative process can be firmly united, and even extensive wounds may be firmly united in from three to five days. In areas without regeneration of the essential connective tissue elements, the process is more prolonged.apses, like the reparative process by granulation or cicatricial tissue, can be firmly united in from three to five days. In areas in which the reparative process is less free the process is more prolonged. The process is more prolonged in areas in which the rete Malpighii is less free, while the process of cicatricial tissue may be more prolonged.apses develop in the subcutaneous cellular tissue of the abdominal wall until the scab eventually separates, leaving a scar.ae, like the granulation tissue around them, are remarkable for their rapid wound development
2023-04-19 21:42:18,665 [INFO] Train and Validation Epoch 140 complete. Averge Loss: 1.446609228849411 Avg Validation Loss  3.8046751022338867
2023-04-19 21:42:18,665 [INFO] Epoch 142 of 200
2023-04-19 21:42:19,347 [INFO] Train Epoch 141 complete.Avg Loss: 1.392162412405014
2023-04-19 21:42:28,230 [INFO] Saved Model at ./small3-qa/small3qa-epoch-142-2023-04-19 21:22:20.657661
2023-04-19 21:42:30,527 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue gradually fills up the cavity, leaving a scar. As the granulation tissue is replaced by cicatricial tissue, new nerve fibers spreading from the periphery towards the center. and the periphery are in pairs, and the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation gradually cover the granulation tissue. As the epithelium increases in thickness, it assumes a greyish-white color. eventually replaces the granulation tissue by cicatricial tissue, and the rete Malpighii. fibers in the rete Malpighii near the wound begin to sprout onto the wound surface, and by their proliferation, cover the granulation tissue. fibers in the rete Malp's rete Malpighii near the wound begin to sprout onto the wound, and by their proliferation, cover the granulation tissue. (2) vessels grow into the wound, and by their proliferation, cover the granulation tissue., which is covered by the ingrowth of epithelium from the edges, is covered by the
2023-04-19 21:42:30,620 [INFO] Train and Validation Epoch 141 complete. Averge Loss: 1.392162412405014 Avg Validation Loss  3.265317678451538
2023-04-19 21:42:30,620 [INFO] Epoch 143 of 200
2023-04-19 21:42:31,313 [INFO] Train Epoch 142 complete.Avg Loss: 1.4588880240917206
2023-04-19 21:42:34,868 [INFO] Saved Model at ./small3-qa/small3qa-epoch-143-2023-04-19 21:22:20.657661
2023-04-19 21:42:37,142 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a thin mass of raw tissue with a thin pellicle. As the epithelium increases in thickness, it assumes a greyish-white color. eventually separates, leaving a scar. is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. eventually separates, leaving a scar. is covered by the epithelium of the rete Malpighii. is covered by the proliferation of epithelium from the edges. is covered by the proliferation of epithelium from the granulation tissue. is covered by the proliferation of epithelium from the granulation tissue.
2023-04-19 21:42:37,227 [INFO] Train and Validation Epoch 142 complete. Averge Loss: 1.4588880240917206 Avg Validation Loss  3.7400481700897217
2023-04-19 21:42:37,227 [INFO] Epoch 144 of 200
2023-04-19 21:42:38,002 [INFO] Train Epoch 143 complete.Avg Loss: 1.2843820452690125
2023-04-19 21:42:48,325 [INFO] Saved Model at ./small3-qa/small3qa-epoch-144-2023-04-19 21:22:20.657661
2023-04-19 21:42:50,654 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces forms, transforms into cicatricial tissue, and is covered by the ingrowth of epithelium from the edges.. until the scab eventually separates, leaving a scar. in the scab, leaving a scar that is smooth, and prominent.. that is covered by the ingrowth of epithelium from the edges.. covered by the ingrowth of epithelium from the granulation tissue. the granulation tissue. is covered by the ingrowth of epithelium from the granulation tissue. into which the epithelium is covered by the ingium from the granulation tissue. is covered by the ingrowth of epithelium from the granulation tissue. is covered by the development of granulation tissue,, and is covered by the growth of epithelium from the granulation tissue.'s dura mater,, and the scab,
2023-04-19 21:42:50,738 [INFO] Train and Validation Epoch 143 complete. Averge Loss: 1.2843820452690125 Avg Validation Loss  3.4640696048736572
2023-04-19 21:42:50,738 [INFO] Epoch 145 of 200
2023-04-19 21:42:51,510 [INFO] Train Epoch 144 complete.Avg Loss: 1.300658494234085
2023-04-19 21:42:57,042 [INFO] Saved Model at ./small3-qa/small3qa-epoch-145-2023-04-19 21:22:20.657661
2023-04-19 21:42:59,311 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium increases in thickness, and is covered by the ingrowth of epithelium from the edges. that is covered by the ingrowth of the epithelium from the papillae increases in thickness, and is covered by the scab. that is covered by the scab is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the papillae. that is covered by the scab is covered by the proliferation of epithelium from the papillae to the surface. areas,s, which are covered by the ingrowth of epithelium
2023-04-19 21:42:59,398 [INFO] Train and Validation Epoch 144 complete. Averge Loss: 1.300658494234085 Avg Validation Loss  4.209164619445801
2023-04-19 21:42:59,398 [INFO] Epoch 146 of 200
2023-04-19 21:43:00,054 [INFO] Train Epoch 145 complete.Avg Loss: 1.4739521145820618
2023-04-19 21:43:05,905 [INFO] Saved Model at ./small3-qa/small3qa-epoch-146-2023-04-19 21:22:20.657661
2023-04-19 21:43:08,178 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab is rapid, rapid healing, and extensive wounds may be firmly united in from three to five days. In from three to five days, the granulation tissue gradually fills the gap and is replaced by cicatricial tissue, and is covered by the ingrowth of epithelium from the edges. until the scab eventually separates, leaving a scar. that has formed, while the granulation tissue is in contact, is covered by the ingrowth of epithelium from the granulation surface. that is covered by the ingium increases in thickness, and is covered by the ingrowth of epithelium from the granulation surface. eventually separates, leaving a scar, which is covered by the ingrowth of the granulation tissue. that is covered by the ingium increases in thickness, and is covered by granulation tissue. that is covered by granulation tissue is covered by the ingrous tissue spreading from the edges. from the granulation surface, until the scab is in contact, leaving a scar. that is covered by granulation tissue is covered by the ingrous tissue spreading from the granulation surface. until the sc
2023-04-19 21:43:08,272 [INFO] Train and Validation Epoch 145 complete. Averge Loss: 1.4739521145820618 Avg Validation Loss  3.9468650817871094
2023-04-19 21:43:08,272 [INFO] Epoch 147 of 200
2023-04-19 21:43:09,013 [INFO] Train Epoch 146 complete.Avg Loss: 1.3272145986557007
2023-04-19 21:43:15,724 [INFO] Saved Model at ./small3-qa/small3qa-epoch-147-2023-04-19 21:22:20.657661
2023-04-19 21:43:18,083 [INFO] Over-fit check answer: What is granulation tissue? The process of healing occurs in the wound by becoming permeated by granulation tissue, the fibroblasts spreading from the periphery towards the centre. As the granulation tissue is gradually replaced by cicatricial tissue, leaving a scar, the granulation tissue gradually fills the gap and is replaced by cicatricial tissue. surface is covered by the ingrowth of epithelium from the edges. until the scab is exposed, and there is a hard crust or scab that serves to protect the surface from external irritation. growth of epithelium leads to epithelium increases in thickness, and the surface is covered by the ingrowth of epithelium from the granulations. surface is covered by the ingrowth of epithelium from the granulation of the epithelium until the scab eventually separates, leaving a scar. surface is covered by the proliferation of the granulation tissue, and the granulation tissue gradually fills the gap, leaving a scar. surface is covered by the development of granulation tissue, and the granulation tissue gradually fills blood vessels in the subcutaneous cellular tissue until the wound is in contact, leaving a scar.
2023-04-19 21:43:18,172 [INFO] Train and Validation Epoch 146 complete. Averge Loss: 1.3272145986557007 Avg Validation Loss  3.6607277393341064
2023-04-19 21:43:18,172 [INFO] Epoch 148 of 200
2023-04-19 21:43:18,889 [INFO] Train Epoch 147 complete.Avg Loss: 1.2542945742607117
2023-04-19 21:43:26,370 [INFO] Saved Model at ./small3-qa/small3qa-epoch-148-2023-04-19 21:22:20.657661
2023-04-19 21:43:28,683 [INFO] Over-fit check answer: What is granulation tissue? As the granulation tissue is gradually replaced by cicatricial tissue, new nerve fibers spreading from the periphery towards the center begin to sprout onto the wound surface, and by their proliferation, the granulation tissue gradually fills the gap with a fine fibrillated material around its edges. This eventually forms a scar, which replaces the granulation tissue. As the wound is made in from the granulation tissue, it is permeated by new nerve fibers spreading from the periphery towards the center. fibers spreading from the periphery towards the center. This eventually forms a scar that replaces the granulation tissue. The granulation tissue gradually fills fibers causing them to sprout on the granulating surface, and by their proliferation, cover the granulating surface. As the granulation tissue is replaced by cicatricial tissue, new nerve fibers spreading from the periphery towards center begin to sprout on the granulating surface. This eventually forms a scar, and replaces the granulation in the center. fibers spreading from the periphery towards the center.ards develop in the subcutaneous cellular tissue of the brain, and the surface is covered by the ingrowth of epithelium from the edges
2023-04-19 21:43:28,773 [INFO] Train and Validation Epoch 147 complete. Averge Loss: 1.2542945742607117 Avg Validation Loss  3.897357940673828
2023-04-19 21:43:28,773 [INFO] Epoch 149 of 200
2023-04-19 21:43:29,493 [INFO] Train Epoch 148 complete.Avg Loss: 1.3398728370666504
2023-04-19 21:43:37,800 [INFO] Saved Model at ./small3-qa/small3qa-epoch-149-2023-04-19 21:22:20.657661
2023-04-19 21:43:40,089 [INFO] Over-fit check answer: What is granulation tissue? The process of transforming granulation tissue into cicatricial tissue forms an organic connection between the two sides.ments, like the granulation tissue of the kidney and spinal cord in close proximity, play important grafting and tendon grafting functions. The granulation tissue gradually fills a gap and is replaced by cicatricial tissue, while the granulation tissue is slowly replaced by cicatricial tissue. tissue is gradually replaced by connective tissue and the special function comes to an end.tissue in the subcutaneous cellular tissue is gradually replaced by connective tissue, and the special function comes to an end.tissue gradually replaced by connective tissue, and the special function comes to an. or wavy forms are replaced by the ingrowth of epithelium from the edges. vessels grow into typical tendon cells, and the cells of the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation, the cells of the tendon,.. vessels are widely and successfully used as grafting material for fractures, and by the development of new tendon fibers, they will become typical tendon
2023-04-19 21:43:40,169 [INFO] Train and Validation Epoch 148 complete. Averge Loss: 1.3398728370666504 Avg Validation Loss  3.8710758686065674
2023-04-19 21:43:40,169 [INFO] Epoch 150 of 200
2023-04-19 21:43:40,922 [INFO] Train Epoch 149 complete.Avg Loss: 1.2632812559604645
2023-04-19 21:43:46,909 [INFO] Saved Model at ./small3-qa/small3qa-epoch-150-2023-04-19 21:22:20.657661
2023-04-19 21:43:49,189 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is based on transplantation of epidermis shaved from the surface of the skin, the razor passing through the tips of the papillae, which appear as tiny red points yielding a greyish-white color. grafting of the epidermis occurs as the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation gradually cover the granulations with a thin pellicle. As the epithelium increases in thickness, it assumes a greyish-white color. cells remain in pairs, and are covered by the ingrowth of epithelium from the edges.ing of epithelium from the granulation tissue is covered by the ingrowth of epithelium from the granulation surfaces.ing of epithelium is covered by the proliferation of epithelium from the granulation tissue.ing of epithelium is covered by the ingrowth of epithelium from the granulation tissue. cells remain in pairs, and are covered by the proliferation of epithelium from the granulation tissue. In time the epithelium increases in thickness, and is covered by the ingrowth
2023-04-19 21:43:49,278 [INFO] Train and Validation Epoch 149 complete. Averge Loss: 1.2632812559604645 Avg Validation Loss  3.7485716342926025
2023-04-19 21:43:49,278 [INFO] Epoch 151 of 200
2023-04-19 21:43:50,055 [INFO] Train Epoch 150 complete.Avg Loss: 1.2667518556118011
2023-04-19 21:43:55,034 [INFO] Saved Model at ./small3-qa/small3qa-epoch-151-2023-04-19 21:22:20.657661
2023-04-19 21:43:57,304 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces forms a hard crust or scab, which serves to protect the surface from external irritation. Under the scab, granulation tissue forms, transforms into cicatricial tissue, and is covered by the growth of epithelium until the scab eventually separates, leaving a scar. is covered by the growth of epithelium until the scab eventually separates, leaving a scar. is covered by granulation tissue until the scab eventually separates, leaving a scar. This method of skin grafting is based on the fact that the granulation tissue gradually fills a gap in the scab and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. around the scab increases in thickness, and is covered by granulation tissue until the scab eventually separates, leaving a scar. around the granulation tissue in the scab eventually separates, leaving a scar.
2023-04-19 21:43:57,393 [INFO] Train and Validation Epoch 150 complete. Averge Loss: 1.2667518556118011 Avg Validation Loss  3.3009300231933594
2023-04-19 21:43:57,393 [INFO] Epoch 152 of 200
2023-04-19 21:43:58,097 [INFO] Train Epoch 151 complete.Avg Loss: 1.4279974400997162
2023-04-19 21:44:01,573 [INFO] Saved Model at ./small3-qa/small3qa-epoch-152-2023-04-19 21:22:20.657661
2023-04-19 21:44:03,855 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based on an organic graft of the surface cut into the tissue of the raw surface to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. In highly vascular parts, such as the face, the reparative process can be rapid and extensive, and even extensive wounds may be firmly united in from three to five days. In areas in which the reparative process is more prolonged, such as active wounds, the process is more prolonged. In areas in which the reparative process is more prolonged, such as the reparative process of insulating tissue, the process is more prolonged. Blood vessels are vascularized and form white fibrous tissue, which serves to protect the surface from external irritation. Under aseptic conditions, such as severe wounds, the tissues of the brain, and spinal cord, with their capacity for grafting, heal less rapidly. In areas in which the secreting tissue is gradually replaced by connective tissue, the process is more prolonged. tissue gradually increases in thickness, and is replaced by connective tissue, which has a system of new nerve fibers
2023-04-19 21:44:03,946 [INFO] Train and Validation Epoch 151 complete. Averge Loss: 1.4279974400997162 Avg Validation Loss  3.479487180709839
2023-04-19 21:44:03,946 [INFO] Epoch 153 of 200
2023-04-19 21:44:04,632 [INFO] Train Epoch 152 complete.Avg Loss: 1.3821954727172852
2023-04-19 21:44:08,838 [INFO] Saved Model at ./small3-qa/small3qa-epoch-153-2023-04-19 21:22:20.657661
2023-04-19 21:44:11,144 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces forms, transforms into cicatricial tissue, and is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. occurs as the granulation tissue is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. that is covered by granulation tissue is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium is covered by granulation tissue until the scab is eventually replaced by cicatricial tissue. that is covered by granulation tissue is covered by granulation until the scab is eventually replaced by cicatricial tissue. that is covered by granulation tissue is covered by granulation until the scab is eventually replaced by cicatricial tissue. that is covered by cicatricial tissue is covered by granulation until the scab is eventually replaced by cicatricial tissue. tissue gradually fills the gap, leaving a scar. eventually separates, leaving a scar. that is covered by granulation tissue is
2023-04-19 21:44:11,225 [INFO] Train and Validation Epoch 152 complete. Averge Loss: 1.3821954727172852 Avg Validation Loss  4.0724616050720215
2023-04-19 21:44:11,226 [INFO] Epoch 154 of 200
2023-04-19 21:44:11,991 [INFO] Train Epoch 153 complete.Avg Loss: 1.1679801940917969
2023-04-19 21:44:16,861 [INFO] Saved Model at ./small3-qa/small3qa-epoch-154-2023-04-19 21:22:20.657661
2023-04-19 21:44:19,141 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab occurs as the granulation tissue is gradually replaced by cicatricial tissue, and is covered by the ingrowth of epithelium from the edges. As the epithelium increases in thickness it assumes a greyish-white color. is covered by the ingrowth of epithelium from the granulation surface, the ingrowth of epithelium from the granulation tissue, and the proliferation of the epithelium. eventually separates, leaving a scar. that is covered by the ingrowth of the epithelium is eventually replaced by cicatricial tissue..,'s scab, and the dura mater, can be approximated as the resulting fusion of the razor passing through the tips of the papillae. through the scab eventually separates, leaving a scar. through the dura mater is a scar that is speedily filled by granulation tissue, followed by cicatricial tissue. through the dura mater is a scar that is rapid, and is filled by cicatricial tissue. is a scar that is filled by granulation tissue, followed by the growth
2023-04-19 21:44:19,230 [INFO] Train and Validation Epoch 153 complete. Averge Loss: 1.1679801940917969 Avg Validation Loss  3.9467978477478027
2023-04-19 21:44:19,230 [INFO] Epoch 155 of 200
2023-04-19 21:44:19,900 [INFO] Train Epoch 154 complete.Avg Loss: 1.3989984393119812
2023-04-19 21:44:24,360 [INFO] Saved Model at ./small3-qa/small3qa-epoch-155-2023-04-19 21:22:20.657661
2023-04-19 21:44:26,667 [INFO] Over-fit check answer: What is granulation tissue? The process is rapid, involving three to five days, the transplanted ovary or thyreoid, which is gradually replaced by connective tissue and the special function comes to an end. In the course of time the special function comes to an end, and the special function comes to an end. or thyreoid in the subcutaneous cellular tissue of the abdominal wall, and is shown in the wound there is a greyish-white color., which has a greyish-white color.-like cells, such as the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation gradually cover the granulations with a thin pellicle. As the epithelium increases in thickness it assumes a greyish-white color. eventually separates, leaving a scar., which has a greyish-white color. eventually separates, leaving a scar., which has a greyish-white color., which has a greyish-white color..-shaped, which is covered by a thin pellicle.. or wavy forms, which are covered by a thin pe
2023-04-19 21:44:26,748 [INFO] Train and Validation Epoch 154 complete. Averge Loss: 1.3989984393119812 Avg Validation Loss  3.850673198699951
2023-04-19 21:44:26,748 [INFO] Epoch 156 of 200
2023-04-19 21:44:27,530 [INFO] Train Epoch 155 complete.Avg Loss: 1.0786092281341553
2023-04-19 21:44:34,989 [INFO] Saved Model at ./small3-qa/small3qa-epoch-156-2023-04-19 21:22:20.657661
2023-04-19 21:44:37,237 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a thin pellicle, developed in the coagulum, and has a greyish-white color. As the epithelium increases in thickness it assumes a greyish-white color. or wavy forms are eventually replaced by the scab, which has a greyish-white color. or wavy forms are eventually replaced by the epithelium by cicatricial tissue, while the resulting cells remain covered by the ingrowth of epithelium from the edges. vessels, like the granulation tissue, play a crucial role in transforming granulation tissue into cicatricial tissue, and producing new tissue elements to replace those that are lost and making it possible for the graft to become incorporated with the tissue with which it is in contact. loops grow into the coagulum, and are filled by fibroblasts, which are elongated and spindle-shaped, and produce fine fibrillated material around them. This eventually forms white fibrous tissue, which replaces the granulation tissue. fibers are eventually replaced by cicatricial tissue, and the resulting fibrous tissue forms white fibrous tissue, which replaces the gran
2023-04-19 21:44:37,326 [INFO] Train and Validation Epoch 155 complete. Averge Loss: 1.0786092281341553 Avg Validation Loss  3.8825926780700684
2023-04-19 21:44:37,326 [INFO] Epoch 157 of 200
2023-04-19 21:44:38,045 [INFO] Train Epoch 156 complete.Avg Loss: 1.2738647758960724
2023-04-19 21:44:41,005 [INFO] Saved Model at ./small3-qa/small3qa-epoch-157-2023-04-19 21:22:20.657661
2023-04-19 21:44:43,260 [INFO] Over-fit check answer: What is granulation tissue? The process of healing by granulation tissue is rapid, and extensive wounds may be firmly united in from three to five days. In from three to five days, the surface is covered by the ingrowth of epithelium from the edges. where the granulation tissue is wanted, the epithelium forms a hard crust or scab, which forms a scar. As the scab is exposed, it assumes a greyish-white color. As the granulation tissue is replaced by cicatricial tissue, which is covered by the ingrowth of epithelium from the scab, the surface is covered by the ingrowth of epithelium from the edges. As the scab is slowly replaced by cicatricial tissue, which is covered by the ingrowth of epithelium from the granulation surface, granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium. As the granulation tissue is replaced by cicatricial tissue, which replaces the granulation tissue, the granulation tissue As the granulation tissue is replaced by cicatricial tissue, which replaces the granulation tissue by the development of granulation
2023-04-19 21:44:43,348 [INFO] Train and Validation Epoch 156 complete. Averge Loss: 1.2738647758960724 Avg Validation Loss  3.607832431793213
2023-04-19 21:44:43,349 [INFO] Epoch 158 of 200
2023-04-19 21:44:44,017 [INFO] Train Epoch 157 complete.Avg Loss: 1.3526662290096283
2023-04-19 21:44:50,650 [INFO] Saved Model at ./small3-qa/small3qa-epoch-158-2023-04-19 21:22:20.657661
2023-04-19 21:44:52,940 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.Magnilla, like the granulation tissue, forms a hard crust or scab, which serves to protect the surface from external irritation. This eventually forms white fibrous tissue, which serves to protect the surface from external irritation. is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. is covered by the ingrowth of the granulation tissue until the scab eventually separates, leaving a scar. is covered by the ingrowth of the granulation tissue until the scab eventually separates, leaving a scar. is covered by the ingrowth of the granulation tissue until the scab is eventually replaced by
2023-04-19 21:44:53,029 [INFO] Train and Validation Epoch 157 complete. Averge Loss: 1.3526662290096283 Avg Validation Loss  4.0044450759887695
2023-04-19 21:44:53,029 [INFO] Epoch 159 of 200
2023-04-19 21:44:53,700 [INFO] Train Epoch 158 complete.Avg Loss: 1.3469461500644684
2023-04-19 21:45:02,024 [INFO] Saved Model at ./small3-qa/small3qa-epoch-159-2023-04-19 21:22:20.657661
2023-04-19 21:45:04,382 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is regenerated when a greater amount of granulation tissue is required, and the gap is filled by a fine fibrillated material called the ingrowth of epithelium from the edges. This eventually forms a scar, and is covered by the granulation tissue. As the granulation tissue is replaced by cicatricial tissue, it bleeds when exposed, and is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. As the granulation tissue is slowly replaced by cicatricial tissue, it bleeds when exposed, and is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. eventually separates, leaving a scar. As the scab is slowly replaced by cicatricial tissue, it bleeds when it is covered by the ingrowth of the granulation tissue, and is covered by granulation until the scab eventually separates, leaving a scar.,, and wavy forms. is covered by the ingrowth of epithelium until the scab is exposed, leaving a scar. is covered by the
2023-04-19 21:45:04,471 [INFO] Train and Validation Epoch 158 complete. Averge Loss: 1.3469461500644684 Avg Validation Loss  3.7024412155151367
2023-04-19 21:45:04,471 [INFO] Epoch 160 of 200
2023-04-19 21:45:05,169 [INFO] Train Epoch 159 complete.Avg Loss: 1.2604293823242188
2023-04-19 21:45:09,665 [INFO] Saved Model at ./small3-qa/small3qa-epoch-160-2023-04-19 21:22:20.657661
2023-04-19 21:45:11,946 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a modification of granulation tissue into cicatricial tissue, and is produced in the growth of epithelium until it replaces the granulation tissue. vessels in the reparative process are elongated and spindle-shaped, and produce fine fibrillated material around them, which replaces the granulation tissue. This eventually forms white fibrous tissue, which replaces the granulation tissue. tissue is covered by the growth of epithelium until the scab, which is the final fusion, separates, leaving a scar.-shaped tissue, such as the end of a finger, the tip of the scab, the scab or a small superficial wound, is the tissue to fill a defect in the dura mater, and is covered by the granulation tissue until the scab eventually separates, leaving a scar. which is covered by the ingrowth of epithelium from the edges. until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium is the tissue to fill a defect in the dura mater that is covered by the ingrowth of the granulation tissue. through the
2023-04-19 21:45:12,027 [INFO] Train and Validation Epoch 159 complete. Averge Loss: 1.2604293823242188 Avg Validation Loss  4.172950267791748
2023-04-19 21:45:12,027 [INFO] Epoch 161 of 200
2023-04-19 21:45:12,770 [INFO] Train Epoch 160 complete.Avg Loss: 1.2631164193153381
2023-04-19 21:45:18,533 [INFO] Saved Model at ./small3-qa/small3qa-epoch-161-2023-04-19 21:22:20.657661
2023-04-19 21:45:20,808 [INFO] Over-fit check answer: What is granulation tissue? The process is rapid, and occurs as the granulation tissue is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. begins as the granulation tissue is covered by the ingrowth of epithelium from the papilla, which has been destroyed. on the surface is covered by the ingrowth of epithelium from the edges. on the granulating surface may be covered by the ingrowth of epithelium from the dura mater, while the epithelium is gradually replaced by cicatricial tissue. until the scab eventually separates, leaving a scar. that is covered by the ingum increases in thickness, and is covered by the ingrowth of epithelium from the dura mater. that is covered by the scab is eventually replaced by cicatricial tissue. that is covered by the ingium increases in thickness, and is covered by the formation of granulation tissue, which replaces the granulation tissue. that is covered by the epithelium increases in thickness, and is covered by the formation of cicatricial tissue. that is
2023-04-19 21:45:20,888 [INFO] Train and Validation Epoch 160 complete. Averge Loss: 1.2631164193153381 Avg Validation Loss  3.601081132888794
2023-04-19 21:45:20,888 [INFO] Epoch 162 of 200
2023-04-19 21:45:21,640 [INFO] Train Epoch 161 complete.Avg Loss: 1.2201541066169739
2023-04-19 21:45:28,244 [INFO] Saved Model at ./small3-qa/small3qa-epoch-162-2023-04-19 21:22:20.657661
2023-04-19 21:45:30,527 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue forms a thin pellicle, which is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the tips of the papillae. on the surface of the wound there is a hard crust or scab, which serves to protect the surface from external irritation. Under the scab, granulation tissue forms, transforms into cicatricial tissue, and is covered by the growth of epithelium until the scab eventually separates, leaving a scar. that is covered by the scab eventually separates, leaving a scar. that is covered by the scab eventually separates, leaving a scar. eventually separates, leaving a scar. eventually separates, leaving a scar. that is covered by the granulation tissue.,, the scab, which is covered by the ingrowth of epithelium from the tips of the papillae.. is the type of cicatricial tissue that is covered by the papillae. is covered by the proliferation of epit
2023-04-19 21:45:30,615 [INFO] Train and Validation Epoch 161 complete. Averge Loss: 1.2201541066169739 Avg Validation Loss  4.1203813552856445
2023-04-19 21:45:30,615 [INFO] Epoch 163 of 200
2023-04-19 21:45:31,330 [INFO] Train Epoch 162 complete.Avg Loss: 1.204809308052063
2023-04-19 21:45:38,093 [INFO] Saved Model at ./small3-qa/small3qa-epoch-163-2023-04-19 21:22:20.657661
2023-04-19 21:45:40,413 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causing defects in the dura mater to fill defects in the dura mater are limited to a few days and there is no trustworthy evidence that regeneration of granulation tissue is possible. In the wound of the subcutaneous cellular tissue of the brain or spinal cord in order to fill defects in the dura mater, the granulation tissue gradually fills defects in the dura mater, leaving a scar. This eventually forms a scar, and is covered by the ingrowth of epithelium from the edges.How is the granulation tissue formed by the formation of capillary loops passing from one surface to another, and is the final fusion of granulation surfaces through the development of capillaries? This process is rapid and it may be many days before it is complete. Grafts are filled by the formation of  capillary loops passing from one surface to another. The final fusion of the surfaces forms white fibrous tissue, which replaces the granulation tissue. vessels develop into fine fibrillated material, and the resulting fusion of the surfaces forms white fibrous tissue.What is the process of healing by granulation? Healing by granulation is a modification
2023-04-19 21:45:40,502 [INFO] Train and Validation Epoch 162 complete. Averge Loss: 1.204809308052063 Avg Validation Loss  3.7355408668518066
2023-04-19 21:45:40,502 [INFO] Epoch 164 of 200
2023-04-19 21:45:41,196 [INFO] Train Epoch 163 complete.Avg Loss: 1.1864519119262695
2023-04-19 21:45:45,441 [INFO] Saved Model at ./small3-qa/small3qa-epoch-164-2023-04-19 21:22:20.657661
2023-04-19 21:45:47,733 [INFO] Over-fit check answer: What is granulation tissue? Thiersch's granulation tissue is a thin, tough membrane with a greyish-white color.What is the process of transforming granulation tissue into cicatricial tissue by the formation of granulation tissue? This is the process by granulation tissue to become elongated and spindle-shaped, and replaces the granulation tissue with cicatricial tissue, and is covered by the growth of epithelium until the spindle-shaped new tissue is formed. is gradually replaced by cicatricial tissue, and the surface is covered by the growth of epithelium until the spindle is destroyed by cicatricial tissue. As a granulation tissue is covered by the ingrowth of epithelium from the edges, it is covered by the ingrowth of epithelium from the center.How is the process of cicatricial tissue to fill defects in the dura mater in the dura mater? This tissue is covered by the ingrowth of the epithelium from the edges.What is the process of cicatricial tissue to fill defects in the dura mater by the
2023-04-19 21:45:47,816 [INFO] Train and Validation Epoch 163 complete. Averge Loss: 1.1864519119262695 Avg Validation Loss  3.760105609893799
2023-04-19 21:45:47,816 [INFO] Epoch 165 of 200
2023-04-19 21:45:48,528 [INFO] Train Epoch 164 complete.Avg Loss: 1.242014616727829
2023-04-19 21:45:53,586 [INFO] Saved Model at ./small3-qa/small3qa-epoch-165-2023-04-19 21:22:20.657661
2023-04-19 21:45:55,864 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causes them to adhere, capillary loops passing from one surface to the other, and the other, and the surface to the other are in contact, followed by a hard crust or scab, which serves to protect the surface from external irritation. Under the scab, granulation tissue forms, transforms into cicatricial tissue, and is covered by the growth of epithelium until the scab eventually separates, leaving a scar. tissue,-shaped, is covered by the growth of epithelium until the scab eventually separates, leaving a scar., which is covered by the ingrowth of epithelium from the edges. until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium from the granulation tissue. until the scab eventually separates, leaving a scar. with a greyish-white color... is the most important member of this group. is a type of capillary loops passing from one surface to the other, and the other surfaces are in contact, followed by a hard crust or scab, which serves to protect the surface from
2023-04-19 21:45:55,953 [INFO] Train and Validation Epoch 164 complete. Averge Loss: 1.242014616727829 Avg Validation Loss  4.00276517868042
2023-04-19 21:45:55,953 [INFO] Epoch 166 of 200
2023-04-19 21:45:56,735 [INFO] Train Epoch 165 complete.Avg Loss: 1.157724529504776
2023-04-19 21:46:00,485 [INFO] Saved Model at ./small3-qa/small3qa-epoch-166-2023-04-19 21:22:20.657661
2023-04-19 21:46:02,774 [INFO] Over-fit check answer: What is granulation tissue? Fibroblasts play a crucial role in transforming granulation tissue into cicatricial tissue by becoming elongated and spindle-shaped, and producing fine fibrillated material around them. This eventually forms white fibrous tissue, which replaces the granulation tissue. tissue is covered by the ingrowth of epithelium from the edges. eventually separates, leaving a scar. and the granulation tissue, forming a greyish-white color. eventually separates, leaving a scar.. eventually separates, leaving a scar.......... is covered by the development of granulation and cicatricial tissue.What is granulation tissue developed by granulation? The development of cicatricial tissue is rapid, and it is covered by a thin pellicle.What is the process of cicatricial tissue becoming elongated and spindle-shaped, and producing fine fibrillated material around them by fine fibrillated tissue? This eventually
2023-04-19 21:46:02,854 [INFO] Train and Validation Epoch 165 complete. Averge Loss: 1.157724529504776 Avg Validation Loss  3.8594095706939697
2023-04-19 21:46:02,854 [INFO] Epoch 167 of 200
2023-04-19 21:46:03,617 [INFO] Train Epoch 166 complete.Avg Loss: 1.117447167634964
2023-04-19 21:46:08,962 [INFO] Saved Model at ./small3-qa/small3qa-epoch-167-2023-04-19 21:22:20.657661
2023-04-19 21:46:11,228 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is regenerated from the granulation tissue of the brain or spinal cord in from three to five days. In these new surroundings, the brain or spinal cord in contact, and is gradually replaced by cicatricial tissue and the special function comes to an end. This end eventually bleeds when the gap is filled by a fine fibrillated material, which replaces the granulation tissue. This eventually forms white fibrous tissue, which replaces the granulation tissue. tissue is replaced by cicatricial tissue, and the granulation tissue is replaced by cicatricial tissue. tissue is replaced by the connective tissue spreading from one surface to another, and the new bed is vascularized and has been shown to function, but there is not sufficient regeneration of the essential tissue elements to "carry on"; the secreting tissue is gradually replaced by connective tissue and the special function comes to an end. is gradually replaced by connective tissue and the special function comes to an. tissue is gradually replaced by connective tissue and has been shown to function, but the secreting tissue gradually bleeds and is replaced by connective tissue
2023-04-19 21:46:11,310 [INFO] Train and Validation Epoch 166 complete. Averge Loss: 1.117447167634964 Avg Validation Loss  3.6018567085266113
2023-04-19 21:46:11,310 [INFO] Epoch 168 of 200
2023-04-19 21:46:12,070 [INFO] Train Epoch 167 complete.Avg Loss: 1.0747426450252533
2023-04-19 21:46:16,149 [INFO] Saved Model at ./small3-qa/small3qa-epoch-168-2023-04-19 21:22:20.657661
2023-04-19 21:46:18,492 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. on the granulating surface increases in thickness, and as the granulation tissue is replaced by cicatricial tissue, it assumes a greyish-white color. is eventually replaced by cicatricial tissue with a greyish-white color.....'s final fusion, and the development of capillaries, is rapid and extensive, and the process is covered by the ingrowth of epithelium from the edges..What is the process of repair by granulation? In the wound that is lost, the surface is covered by the ingrowth of epithelium from the granulation surface. is covered by the ingrowth of epithelium from the granulation surface until the scab eventually separates, leaving a scar.What is the process of healing by granulation? The surface is covered by the ingrowth of epithelium from the granulation surface, while the surface is
2023-04-19 21:46:18,574 [INFO] Train and Validation Epoch 167 complete. Averge Loss: 1.0747426450252533 Avg Validation Loss  4.071287631988525
2023-04-19 21:46:18,575 [INFO] Epoch 169 of 200
2023-04-19 21:46:19,273 [INFO] Train Epoch 168 complete.Avg Loss: 1.276103898882866
2023-04-19 21:46:24,485 [INFO] Saved Model at ./small3-qa/small3qa-epoch-169-2023-04-19 21:22:20.657661
2023-04-19 21:46:26,779 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is regenerated in the subcutaneous cellular tissue of the abdominal wall by the proliferation of epithelium from the edges.. As the epithelium increases in thickness, it assumes a greyish-white color.'s proliferation gradually fills the gap with a thin pellicle. is covered by the ingrowth of epithelium from the edges. is covered by the development of epithelium until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium is covered by the growth of epithelium from the edges. until the scab eventually separates, leaving a scar. that is covered by the development of epithelium is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. and the development of epithelium. and the development of the dura mater.What is the process of healing by granulation? The process of healing by granulation is based on an elementary form of cicatricial tissue known as the granulation tissue.What is
2023-04-19 21:46:26,868 [INFO] Train and Validation Epoch 168 complete. Averge Loss: 1.276103898882866 Avg Validation Loss  4.013185024261475
2023-04-19 21:46:26,868 [INFO] Epoch 170 of 200
2023-04-19 21:46:27,566 [INFO] Train Epoch 169 complete.Avg Loss: 1.2133354544639587
2023-04-19 21:46:32,905 [INFO] Saved Model at ./small3-qa/small3qa-epoch-170-2023-04-19 21:22:20.657661
2023-04-19 21:46:35,213 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.How is the epithelium covered by the ingrowth of epithelium from the edges? Leucocytes play a crucial role in transforming granulation tissue into cicatricial tissue by becoming elongated and spindle-shaped, and producing fine fibrillated material around them.How does granulation tissue become elongated and spindle-shaped, and produce fine fibrillated material around them. This eventually forms white fibrous tissue, which replaces the granulation tissue.What is the process of granulation tissue becoming elongated and spindle-shaped by becoming elongated and spindle-shaped by the development of granulation tissue into cicatricial tissue by the development of granulation and cicatricial tissue into c
2023-04-19 21:46:35,297 [INFO] Train and Validation Epoch 169 complete. Averge Loss: 1.2133354544639587 Avg Validation Loss  3.84218692779541
2023-04-19 21:46:35,297 [INFO] Epoch 171 of 200
2023-04-19 21:46:35,881 [INFO] Train Epoch 170 complete.Avg Loss: 1.38062784075737
2023-04-19 21:46:41,758 [INFO] Saved Model at ./small3-qa/small3qa-epoch-171-2023-04-19 21:22:20.657661
2023-04-19 21:46:44,064 [INFO] Over-fit check answer: What is granulation tissue? The exudate on the granulating surfaces causes them to adhere, capillary loops passing from one surface to the other, and their final fusion takes place by the further development of granulation and cicatricial tissue. or wavy forms are met with by the development of capillaries and fine fibrillated material around them. and wavy forms are based on the development of the dura mater and spindle-shaped fibrillated material around them. The resulting cells are brought into apposition and replaced by cicatricial tissue, and the process is covered by the ingrowth of epithelium from the edges. vessels grow into fine fibrillated material around them, and by the proliferation of epithelium from the edges. vessels are eventually replaced by cicatricial tissue, and the resulting cells are covered by the ingrowth of epithelium from the edges. As lymph and leucocytes escape from the exposed surface, new nerve fibers spreading from the periphery towards the center. eventually develop into typical tendon cells, and the fibroblasts spreading from the other towards the other. fibers in the subcutaneous cellular
2023-04-19 21:46:44,156 [INFO] Train and Validation Epoch 170 complete. Averge Loss: 1.38062784075737 Avg Validation Loss  3.3100531101226807
2023-04-19 21:46:44,156 [INFO] Epoch 172 of 200
2023-04-19 21:46:44,820 [INFO] Train Epoch 171 complete.Avg Loss: 1.2267314493656158
2023-04-19 21:46:50,494 [INFO] Saved Model at ./small3-qa/small3qa-epoch-172-2023-04-19 21:22:20.657661
2023-04-19 21:46:53,065 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is regenerated from the edges of the wound surface by the formation of capillary loops passing from one surface to the other, and is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. or wavy forms are covered by the ingrowth of epithelium from the papillae, while the surface is covered by the ingrowth of epithelium from the edges. around the edges begin to sprout onto the wound surface, and by their proliferation gradually cover the granulations with a thin pellicle., which replaces the granulation tissue, is covered by the ingrowth of epithelium from the papillae, while the epithelium increases in thickness, and is covered by the ingrowth of epithelium from the dura mater. is covered by the ingrowth of epithelium from the papillae, while the epithelium increases in thickness, and is covered by the development of epithelium. or wavy forms are covered by the epithelium of the cut edge, and the As a graft to fill defects in the d
2023-04-19 21:46:53,153 [INFO] Train and Validation Epoch 171 complete. Averge Loss: 1.2267314493656158 Avg Validation Loss  3.733285427093506
2023-04-19 21:46:53,153 [INFO] Epoch 173 of 200
2023-04-19 21:46:53,892 [INFO] Train Epoch 172 complete.Avg Loss: 1.1529317498207092
2023-04-19 21:46:59,925 [INFO] Saved Model at ./small3-qa/small3qa-epoch-173-2023-04-19 21:22:20.657661
2023-04-19 21:47:02,193 [INFO] Over-fit check answer: What is granulation tissue? The process of transforming granulation tissue into cicatricial tissue forms a thin, tough membrane, which is covered by the ingrowth of epithelium from the edges.How does the rete Malpighii of the thigh compare to the dura mater? The dura mater is widely used as graft to fill defects in the dura mater, and interposed between the dura mater, and the dura mater with which the dura mater is in contact.How does the dura mater compare to the dura mater in the dura mater? The dura mater in which the dura mater is in contact is widely used as graft to fill defects in the dura mater by machinery. The dura mater is widely used as graft to fill defects in the dura mater by machinery.How does the dura mater compare to the dura mater in the dura mater that is associated with the dura mater, such as the dura mater of the dura mater in which the dura mater is in contact? The dura mater transferred from one part of the dura mater to another, the dura mater transferred from one part of the d
2023-04-19 21:47:02,283 [INFO] Train and Validation Epoch 172 complete. Averge Loss: 1.1529317498207092 Avg Validation Loss  4.057666778564453
2023-04-19 21:47:02,283 [INFO] Epoch 174 of 200
2023-04-19 21:47:03,033 [INFO] Train Epoch 173 complete.Avg Loss: 1.1042451709508896
2023-04-19 21:47:07,469 [INFO] Saved Model at ./small3-qa/small3qa-epoch-174-2023-04-19 21:22:20.657661
2023-04-19 21:47:09,769 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is produced in the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.How is the reparative process based on cicatricial tissue and cicatricial tissue? The reparative process involves the formation of granulation tissue around the wound surface by the development of capillary loops passing from one surface to the other, and the development of epithelium from the other, and the development of cicatricial tissue..What is the development of granulation tissue into typical tendon fibers? is the type of tendon that is widely used as a graft to fill defects in the dura mater or bone, and is widely used as a graft to fill defects in the dura mater by the formation of granulation tissue.What is the process of regeneration of
2023-04-19 21:47:09,856 [INFO] Train and Validation Epoch 173 complete. Averge Loss: 1.1042451709508896 Avg Validation Loss  4.040971279144287
2023-04-19 21:47:09,856 [INFO] Epoch 175 of 200
2023-04-19 21:47:10,562 [INFO] Train Epoch 174 complete.Avg Loss: 1.2460963726043701
2023-04-19 21:47:16,584 [INFO] Saved Model at ./small3-qa/small3qa-epoch-175-2023-04-19 21:22:20.657661
2023-04-19 21:47:18,876 [INFO] Over-fit check answer: What is granulation tissue? In highly vascular parts, such as the face, the reparative process goes on with rapidity, and even extensive wounds may be firmly united in from three to five days. In areas with less free anastomosis, the process is more prolonged. The process is more prolonged in the face, and even extensive wounds may be firmly united in from three to five days. In areas with less free anastomosis, the process is more prolonged. The granulation tissue gradually fills the gap, and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges., which is covered by the ingrowth of epithelium from the granulation tissue, is covered by the ingrowth of epithelium from the granulation tissue until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium increases in thickness, and eventually the granulation tissue separates, leaving a scar. that is covered by the ingrowth of the epithelium increases in thickness, and eventually the granulation tissue is covered by the ingrowth of epithelium from the granulation surface until the sc
2023-04-19 21:47:18,968 [INFO] Train and Validation Epoch 174 complete. Averge Loss: 1.2460963726043701 Avg Validation Loss  3.788451910018921
2023-04-19 21:47:18,968 [INFO] Epoch 176 of 200
2023-04-19 21:47:19,707 [INFO] Train Epoch 175 complete.Avg Loss: 1.102404847741127
2023-04-19 21:47:23,973 [INFO] Saved Model at ./small3-qa/small3qa-epoch-176-2023-04-19 21:22:20.657661
2023-04-19 21:47:26,484 [INFO] Over-fit check answer: What is granulation tissue? The process of transforming granulation tissue into cicatricial tissue forms a successful graft to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. developing in from three to five days, and is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. that is covered by the ingrowth of the epithelium increases in thickness, and is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. that is covered by the epithelium increases in thickness, and is covered by granulation tissue until the scab eventually separates, leaving a scar. with a scar. eventually separates, leaving a scar. that is covered by the ingrowth of epithelium until the scab eventually separates, leaving a scar. with a scab. to fill a defect in the dura mater,, leaving a scar
2023-04-19 21:47:26,570 [INFO] Train and Validation Epoch 175 complete. Averge Loss: 1.102404847741127 Avg Validation Loss  3.96722149848938
2023-04-19 21:47:26,571 [INFO] Epoch 177 of 200
2023-04-19 21:47:27,291 [INFO] Train Epoch 176 complete.Avg Loss: 1.0713040232658386
2023-04-19 21:47:33,117 [INFO] Saved Model at ./small3-qa/small3qa-epoch-177-2023-04-19 21:22:20.657661
2023-04-19 21:47:35,412 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges.How is the wound developed by granulation? Healing of granulation surfaces is rapid when a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due The granulation tissue gradually fills the gap in a scar that cannot fill a blood clot, leaving a scar that is speedily filled by granulation tissue..What is the process by which the granulation tissue is formed by the development of granulation tissue into typical tissue? The process by which granulation tissue is formed into typical granulation tissue is rapid when a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to the development of granulation tissue
2023-04-19 21:47:35,497 [INFO] Train and Validation Epoch 176 complete. Averge Loss: 1.0713040232658386 Avg Validation Loss  4.302446365356445
2023-04-19 21:47:35,498 [INFO] Epoch 178 of 200
2023-04-19 21:47:36,213 [INFO] Train Epoch 177 complete.Avg Loss: 1.0634621381759644
2023-04-19 21:47:41,025 [INFO] Saved Model at ./small3-qa/small3qa-epoch-178-2023-04-19 21:22:20.657661
2023-04-19 21:47:43,280 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. surface is covered by the ingrowth of epithelium from the tips of the papillae. is covered by the ingrowth of epithelium from the granulation tissue, while the granulation tissue is covered by the ingrowth of epithelium from the edges. eventually separates, leaving a scar. the scab. eventually separates, leaving a scar that is-grafting.-grafting is commonly indicated after operations for malignant disease in which the surface is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of the epithelium from the granulation surfaces. As a grafting tissue is covered by the ingrowth of the epithelium from the gran
2023-04-19 21:47:43,360 [INFO] Train and Validation Epoch 177 complete. Averge Loss: 1.0634621381759644 Avg Validation Loss  3.404592514038086
2023-04-19 21:47:43,360 [INFO] Epoch 179 of 200
2023-04-19 21:47:44,014 [INFO] Train Epoch 178 complete.Avg Loss: 1.113975703716278
2023-04-19 21:47:48,913 [INFO] Saved Model at ./small3-qa/small3qa-epoch-179-2023-04-19 21:22:20.657661
2023-04-19 21:47:51,217 [INFO] Over-fit check answer: What is granulation tissue? The process of transforming granulation tissue into cicatricial tissue forms, transforming granulation tissue into cicatricial tissue into cicatricial tissue by becoming elongated and spindle-shaped, and producing fine fibrillated material around them. As the granulation tissue is vascularized and has been shown to function, it is vascularized and has been shown to function, but there is not sufficient regeneration of the essential tissue elements to "carry on"; the secreting tissue is gradually replaced by connective tissue and the special function comes to an end. an end. is gradually replaced by connective tissue and the special function comes to an end.How does the reparative process of the brain occur in the capacity to process such as new tissue into connective tissue elements? is gradually replaced by connective tissue and the special function comes to an.2 is gradually replaced by connective tissue and the special function is replaced by connective tissue. is replaced by connective tissue elements, and the special function comes to an end.ized conditions are associated with loss of substance, which is replaced
2023-04-19 21:47:51,299 [INFO] Train and Validation Epoch 178 complete. Averge Loss: 1.113975703716278 Avg Validation Loss  3.5213663578033447
2023-04-19 21:47:51,299 [INFO] Epoch 180 of 200
2023-04-19 21:47:52,063 [INFO] Train Epoch 179 complete.Avg Loss: 1.0555718690156937
2023-04-19 21:47:56,828 [INFO] Saved Model at ./small3-qa/small3qa-epoch-180-2023-04-19 21:22:20.657661
2023-04-19 21:47:59,122 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is regenerated from the edges, and is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. As the epithelium increases in thickness, it assumes a greyish-white color. As the granulation tissue is slowly replaced by cicatricial tissue, it assumes a greyish-white color. As the epithelium is gradually replaced by cicatricial tissue, it assumes a greyish-white color. The granulation tissue gradually increases in thickness, and is covered by the ingrowth of epithelium from the granulation surfaces. As the granulation tissue is gradually replaced by cicatricial tissue, it assumes a greyish-white color.What is the process of healing by granulation? Healing by cicatricial tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. is a modification of the reparative process
2023-04-19 21:47:59,202 [INFO] Train and Validation Epoch 179 complete. Averge Loss: 1.0555718690156937 Avg Validation Loss  4.017118453979492
2023-04-19 21:47:59,203 [INFO] Epoch 181 of 200
2023-04-19 21:47:59,873 [INFO] Train Epoch 180 complete.Avg Loss: 1.0846029818058014
2023-04-19 21:48:04,638 [INFO] Saved Model at ./small3-qa/small3qa-epoch-181-2023-04-19 21:22:20.657661
2023-04-19 21:48:06,907 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causing defects is based on the exudate on the granulating surfaces causing defects in the lip, cheek, and conjunctiva.,'s scab, or the granulation tissue forms a hard crust or scab, which serves to protect the surface from external irritation.'s scab, which is covered by the granulation tissue, forms a hard crust or scab, which serves to protect the surface from external irritation. Under the scab, granulation tissue forms a hard crust or scab, which forms a hard crust or scab, passing through the tips of the papillae. is the type of scab, which is widely used as a graft to fill defects in the dura mater causing them to adhere, which serves to protect the granulation surface from external irritation. is commonly indicated after operations for malignant disease in which considerable areas of skin must be sacrificed, and after accidents, such as avulsion of the scalp by machinery. vessels grow into typical tendon cells, and the fibroblasts spreading from the periphery towards the center. vessels are large, slender, thread-like cells, more or
2023-04-19 21:48:06,996 [INFO] Train and Validation Epoch 180 complete. Averge Loss: 1.0846029818058014 Avg Validation Loss  4.19351863861084
2023-04-19 21:48:06,996 [INFO] Epoch 182 of 200
2023-04-19 21:48:07,704 [INFO] Train Epoch 181 complete.Avg Loss: 1.094735100865364
2023-04-19 21:48:13,833 [INFO] Saved Model at ./small3-qa/small3qa-epoch-182-2023-04-19 21:22:20.657661
2023-04-19 21:48:16,219 [INFO] Over-fit check answer: What is granulation tissue? Under a scab, granulation tissue forms, transforms into cicatricial tissue, and is covered by the ingrowth of epithelium from the edges.ium increases in thickness, and is covered by the ingrowth of epithelium from the surface, leaving a scar.ium increases in thickness, and is covered by the ingrowth of epithelium from the center. eventually separates, leaving a scar. in thickness, as a small accumulation of granulation tissue, is covered by the ingrowth of epithelium from the surface, leaving a scar. in thickness, as a greyish-white color, the granulation tissue gradually fills the gap and is covered by the ingrowth of the epithelium. As a greyish-white color, the granulation tissue is covered by the ingrowth of the epithelium from the granulation surface.What is the process of cicatricial tissue-forming by granulation?How is the process of cicatricial tissue-forming by granulation? This process is based on the development of granulation tissue into cicatricial tissue by the
2023-04-19 21:48:16,309 [INFO] Train and Validation Epoch 181 complete. Averge Loss: 1.094735100865364 Avg Validation Loss  3.7569782733917236
2023-04-19 21:48:16,309 [INFO] Epoch 183 of 200
2023-04-19 21:48:17,046 [INFO] Train Epoch 182 complete.Avg Loss: 1.0844525396823883
2023-04-19 21:48:20,675 [INFO] Saved Model at ./small3-qa/small3qa-epoch-183-2023-04-19 21:22:20.657661
2023-04-19 21:48:23,055 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the granulations until the scab eventually separates, leaving a scar. that has formed, leaving a scar. with which the granulation surface is in contact, leaving a scar. with which the granulation surfaces are in contact, leaving a scar. that is covered by the ingrowth of epithelium from the granulation of the scab, leaving a scar. that is covered by the scab, leaving a scar. that is covered by the granulation of the cut edge. through the granulation of the scab, leaving a scar. through the scab is covered by granulation tissue, leaving a scar. through the scab is widely covered by the ingrowth of epithelium from the granulations until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium from the granulation of the rete Malpighii. where the granulation tissue is still covered by the ingrowth of epithel
2023-04-19 21:48:23,146 [INFO] Train and Validation Epoch 182 complete. Averge Loss: 1.0844525396823883 Avg Validation Loss  3.702413558959961
2023-04-19 21:48:23,146 [INFO] Epoch 184 of 200
2023-04-19 21:48:23,864 [INFO] Train Epoch 183 complete.Avg Loss: 1.0963256061077118
2023-04-19 21:48:29,892 [INFO] Saved Model at ./small3-qa/small3qa-epoch-184-2023-04-19 21:22:20.657661
2023-04-19 21:48:32,555 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab is rapid, and extensive wounds may be firmly united in from three to five days. In from three to five days, the surface is covered by the ingrowth of epithelium from the edges. becomes smooth, pale, and has a greyish-white color. begins to fill a wound that is covered by the ingrowth of epithelium from the edges. gradually fills the granulating tissue, and as the epithelium increases in thickness, it assumes a greyish-white color. assumes a greyish-white color. is covered by the granulations of the rete Malpighii, and is covered by the ingrowth of epithelium from the edges. on the surface is covered by the ingrowth of epithelium from the granulations until the scab eventually separates, leaving a scar. that is covered by the ingium increases in thickness, and eventually the cells of the rete Malpighii close, and are covered by the ingrous tissue. is covered by the ingrous tissue of the rete Malpighii. until the scab eventually separates, leaving a scar. in the
2023-04-19 21:48:32,644 [INFO] Train and Validation Epoch 183 complete. Averge Loss: 1.0963256061077118 Avg Validation Loss  3.917499542236328
2023-04-19 21:48:32,644 [INFO] Epoch 185 of 200
2023-04-19 21:48:33,349 [INFO] Train Epoch 184 complete.Avg Loss: 1.0110117942094803
2023-04-19 21:48:38,882 [INFO] Saved Model at ./small3-qa/small3qa-epoch-185-2023-04-19 21:22:20.657661
2023-04-19 21:48:41,259 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causes them to adhere, capillary loops passing from one surface to the other, and their final fusion. As a graft to fill a gap in a drainage tube or gauze packing, granulation tissue is covered by the ingrowth of epithelium from the edges. or scab, which serves to protect the surface from external irritation and external irritation of the air forms a hard crust or scab, which serves to protect the granulation surface from external irritation. Under the scab, granulation tissue forms a thin pellicle, which serves to protect the granulation surface from external irritation. Under the scab, granulation tissue is covered by the development of capillary loops passing from one surface to the other, and the development of granulation and cicatricial tissue spreading from one surface to the other. is gradually replaced by cicatricial tissue, and the cicatricial tissue gradually fills the gap in the scab, and is covered by the development of granulation and cicatricial tissue. eventually separates, and is replaced by cicatricial tissue, and the that replaces the granulation
2023-04-19 21:48:41,350 [INFO] Train and Validation Epoch 184 complete. Averge Loss: 1.0110117942094803 Avg Validation Loss  4.241861820220947
2023-04-19 21:48:41,350 [INFO] Epoch 186 of 200
2023-04-19 21:48:42,007 [INFO] Train Epoch 185 complete.Avg Loss: 1.0388221442699432
2023-04-19 21:48:51,121 [INFO] Saved Model at ./small3-qa/small3qa-epoch-186-2023-04-19 21:22:20.657661
2023-04-19 21:48:53,361 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab occurs when a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. occurs as a type of scab, which increases in thickness as the granulation tissue is brought into apposition. as a greyish-white color. assumes a greyish-white color. is the most important member of the granulation tissue group, which is covered by the ingrowth of epithelium from the dura mater. increases in thickness, and is covered by the ingrowth of epithelium from the dura mater. eventually separates, leaving a scar. is the granulation tissue transferred from one surface to another, and the resulting wound is covered by the ingium from the dura mater. occurs as a scab with a greyish-white color. eventually separates, leaving a scar., is a type of scab,
2023-04-19 21:48:53,441 [INFO] Train and Validation Epoch 185 complete. Averge Loss: 1.0388221442699432 Avg Validation Loss  4.082962989807129
2023-04-19 21:48:53,441 [INFO] Epoch 187 of 200
2023-04-19 21:48:54,211 [INFO] Train Epoch 186 complete.Avg Loss: 0.999546229839325
2023-04-19 21:48:58,800 [INFO] Saved Model at ./small3-qa/small3qa-epoch-187-2023-04-19 21:22:20.657661
2023-04-19 21:49:01,137 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces is based on the exudate on the granulation surfaces causing them to adhere, followed by the formation of capillary loops passing from one surface to the other, and the final fusion of the surfaces through the development of granulation and cicatricial tissue. is covered by the ingrowth of epithelium from the edges. is covered by the development of epithelium until the development of cicatricial tissue. eventually separates, leaving a scar..,'s final fusion, is the process by which the resulting cells are covered by the ingrowth of epithelium from the dura mater.. is the final fusion, which is the development of a new type of tissue to fill a gap in a gap in a scar. is a type of new tissue to fill a defect in the dura mater, is a type of cicatricial tissue, which is covered by the development of and is covered by the development of the dura mater. is a type of cicatricial tissue, which is covered by the development of the dura
2023-04-19 21:49:01,228 [INFO] Train and Validation Epoch 186 complete. Averge Loss: 0.999546229839325 Avg Validation Loss  3.7476933002471924
2023-04-19 21:49:01,228 [INFO] Epoch 188 of 200
2023-04-19 21:49:01,906 [INFO] Train Epoch 187 complete.Avg Loss: 1.0796297490596771
2023-04-19 21:49:07,792 [INFO] Saved Model at ./small3-qa/small3qa-epoch-188-2023-04-19 21:22:20.657661
2023-04-19 21:49:10,097 [INFO] Over-fit check answer: What is granulation tissue? granulation tissue is regenerated from the granulation tissue of the abdominal wall until it replaces the scab, leaving a scar.How is the wound? Healing of the face occurs by the development of granulation and cicatricial tissue.How is the reparative process in which the process of cicatricial tissue is replaced by cicatricial tissue and the surface is covered by the ingrowth of epithelium from the edges. is more prolonged.What is the process of transforming granulation tissue into cicatricial tissue by becoming elongated and spindle-shaped, and producing fine fibrillated material around them. This eventually forms white fibrous tissue, which replaces the granulation tissue. is rapid, and it bleeds when cut into, and is covered by the ingrowth of epithelium from the edges.How is the process of transforming granulation tissue into cicatricial tissue by the formation of granulation tissue around the edges.What is the process of transforming granulation tissue into cicatricial tissue by the development of cicatricial
2023-04-19 21:49:10,185 [INFO] Train and Validation Epoch 187 complete. Averge Loss: 1.0796297490596771 Avg Validation Loss  3.6041128635406494
2023-04-19 21:49:10,185 [INFO] Epoch 189 of 200
2023-04-19 21:49:10,929 [INFO] Train Epoch 188 complete.Avg Loss: 0.9985378086566925
2023-04-19 21:49:15,194 [INFO] Saved Model at ./small3-qa/small3qa-epoch-189-2023-04-19 21:22:20.657661
2023-04-19 21:49:17,452 [INFO] Over-fit check answer: What is granulation tissue? The exudate on the wound in which granulation tissue is formed is gradually replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. that has been destroyed is covered by the ingrous tissue of the rete Malpighii. where the epithelium has been lost, the epithelium has been covered by the ingrous tissue of the rete Malpighii. that is covered by the scab, the scab of the rete Malpighii near the cut edge is the most important member of the rete Malpighii group. eventually separates, leaving a scar., with a greyish-white color.. is,, with which the granulation tissue gradually replaced the granulation tissue. is the most important member of the rete Malpighii group. is the scab, which is the most important member of this group.What is the scab? is a type of cicatricial tissue, is a type of epithelium, and the granulation tissue
2023-04-19 21:49:17,533 [INFO] Train and Validation Epoch 188 complete. Averge Loss: 0.9985378086566925 Avg Validation Loss  4.586408615112305
2023-04-19 21:49:17,534 [INFO] Epoch 190 of 200
2023-04-19 21:49:18,295 [INFO] Train Epoch 189 complete.Avg Loss: 0.9288231879472733
2023-04-19 21:49:23,881 [INFO] Saved Model at ./small3-qa/small3qa-epoch-190-2023-04-19 21:22:20.657661
2023-04-19 21:49:26,163 [INFO] Over-fit check answer: What is granulation tissue? The process of transforming granulation tissue into cicatricial tissue forms a new tendon fibroblasts in the dura mater. is gradually replaced by connective tissue and the special function comes to an end. is gradually replaced by connective tissue in the dura mater. is gradually replaced by connective tissue in the dura mater. is gradually replaced by connect in the dura mater. is gradually replaced by connective tissue in the dura mater., and is gradually replaced by connective tissue in the dura mater. is shown in the dura mater as a graft to fill defects in the dura mater. is widely used as a graft to fill defects in the dura mater. is widely used as a graft to fill defects in the d, allowing for the granulation tissue to fill defects in the dura mater, making it possible for the dura mater to fill defects in the dura mater, forming a new tendon. is widely used as a graft to fill defects in the dura mater by manual operations, such as the subcutaneous cellular tissue of the dura mater is vascularized and has been
2023-04-19 21:49:26,244 [INFO] Train and Validation Epoch 189 complete. Averge Loss: 0.9288231879472733 Avg Validation Loss  3.9562370777130127
2023-04-19 21:49:26,244 [INFO] Epoch 191 of 200
2023-04-19 21:49:26,920 [INFO] Train Epoch 190 complete.Avg Loss: 1.036645069718361
2023-04-19 21:49:34,813 [INFO] Saved Model at ./small3-qa/small3qa-epoch-191-2023-04-19 21:22:20.657661
2023-04-19 21:49:37,060 [INFO] Over-fit check answer: What is granulation tissue? The granulation tissue is regenerated in the subcutaneous cellular tissue of the abdominal wall by the passing of the granulation tissue through the tissues. In these new surroundings, the ovary or thyreoid has been shown to function, but there is not sufficient regeneration of the essential tissue elements to "carry on"; the secreting tissue is gradually replaced by connective tissue and the special function comes to an end. connective tissue, such as the new tendon, the new bone, and the secreting tissue is gradually replaced by connective tissue and the special function comes to an end.tissue elements, which are gradually replaced by connective tissue, such as the new tendon, the new bone, and the new tendon.tissue in the subcutaneous cellular tissue is gradually replaced by connective tissue and the special function comes to an.and the special function comes to an end.What is the process of repair in the subcutaneous cellular tissue by granulation? The process of repair by the formation of new tendon fibers in the subcutaneous cellular tissue is rapid, and even extensive.Which fibroblasts are the most important elements in
2023-04-19 21:49:37,147 [INFO] Train and Validation Epoch 190 complete. Averge Loss: 1.036645069718361 Avg Validation Loss  4.344116687774658
2023-04-19 21:49:37,147 [INFO] Epoch 192 of 200
2023-04-19 21:49:37,847 [INFO] Train Epoch 191 complete.Avg Loss: 0.989696741104126
2023-04-19 21:49:42,102 [INFO] Saved Model at ./small3-qa/small3qa-epoch-192-2023-04-19 21:22:20.657661
2023-04-19 21:49:44,389 [INFO] Over-fit check answer: What is granulation tissue? The process by granulation that occurs in the wound exposed to air forms white fibrous tissue, which replaces the granulation tissue. As the granulation tissue is slowly replaced by cicatricial tissue, it bleeds, leaving a scar. that is left becomes scar tissue, which replaces the granulation tissue. was the tissue that is the first tissue to be used for grafting purposes. was the tissue to fill defects in the dura mater, which is widely used as a graft to fill defects in the dura mater in which the dura mater is in contact, and is widely used as a graft to fill defects in the dura mater in which the dura mater is in contact with the dura mater and has been shown to function, as a graft to fill defects in the dura mater by manual operations, mediate and immediate." The granulation tissue gradually fills defects in the dura mater with a thin pellicle. As the granulation tissue is slowly replaced by cicatricial tissue, it assumes a greyish-white color. eventually separates, leaving a scar. is the tissue to fill defects in the dura mater by granulation.
2023-04-19 21:49:44,479 [INFO] Train and Validation Epoch 191 complete. Averge Loss: 0.989696741104126 Avg Validation Loss  4.4542107582092285
2023-04-19 21:49:44,479 [INFO] Epoch 193 of 200
2023-04-19 21:49:45,209 [INFO] Train Epoch 192 complete.Avg Loss: 0.9740203768014908
2023-04-19 21:49:50,089 [INFO] Saved Model at ./small3-qa/small3qa-epoch-193-2023-04-19 21:22:20.657661
2023-04-19 21:49:52,417 [INFO] Over-fit check answer: What is granulation tissue? Healing under a scab is rapid when a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges., which is covered by the ingrowth of epithelium from the edges, is covered by the ingrowth of epithelium from the air-grafting of the cut edge. is covered by the ingrowth of epithelium from the edges, while the rete Malpighii near the center of the rete Malpighii eventually separates, leaving a scar. is covered by the ingrowth of epithelium from the granulation tissue, while the granulation tissue is gradually replaced by cicatricial tissue, and the granulation tissue is covered by the ingrowth of epithelium from the granulation tissue. the scab, is covered by the ingrowth of epithelium from the granulation tissue, while the
2023-04-19 21:49:52,506 [INFO] Train and Validation Epoch 192 complete. Averge Loss: 0.9740203768014908 Avg Validation Loss  4.093594551086426
2023-04-19 21:49:52,506 [INFO] Epoch 194 of 200
2023-04-19 21:49:53,244 [INFO] Train Epoch 193 complete.Avg Loss: 0.9768314808607101
2023-04-19 21:50:00,068 [INFO] Saved Model at ./small3-qa/small3qa-epoch-194-2023-04-19 21:22:20.657661
2023-04-19 21:50:02,419 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges." As a graft to fill defects in the dura mater, the granulation tissue forms a new tendon, and is widely used as a graft to fill defects in the dura mater. is widely used as a graft to fill defects in the dura mater by first fill defects in the dura mater and by the presence of granulation tissue. is widely used as a graft to fill defects in the dura mater by first fill defects in the dura mater by the granulation surface, and by the granulation tissue is gradually replaced by cicatricial tissue. is derived from an with a greyish-white color. is the same as the dura materWhat is the dura mater being used
2023-04-19 21:50:02,503 [INFO] Train and Validation Epoch 193 complete. Averge Loss: 0.9768314808607101 Avg Validation Loss  4.01417875289917
2023-04-19 21:50:02,503 [INFO] Epoch 195 of 200
2023-04-19 21:50:03,209 [INFO] Train Epoch 194 complete.Avg Loss: 0.9752074629068375
2023-04-19 21:50:10,009 [INFO] Saved Model at ./small3-qa/small3qa-epoch-195-2023-04-19 21:22:20.657661
2023-04-19 21:50:13,413 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. on the surface causes them to adhere, capillary loops passing from one surface to the other, and the other, leaving a scar. passing from one surface to the other forms a scar, which serves to protect the surface from external irritation. passing from one surface to the other forms a hard crust or scab, which serves to protect the granulation surface from external irritation. passing from one surface to the other forms a greyish-white color.s are caused by the development of granulation and cicatricial tissue.s are covered by the development of epithelium from the granulation of the cut surfaces.s are covered by the development of
2023-04-19 21:50:13,505 [INFO] Train and Validation Epoch 194 complete. Averge Loss: 0.9752074629068375 Avg Validation Loss  4.373582363128662
2023-04-19 21:50:13,505 [INFO] Epoch 196 of 200
2023-04-19 21:50:14,229 [INFO] Train Epoch 195 complete.Avg Loss: 1.0258594900369644
2023-04-19 21:50:21,189 [INFO] Saved Model at ./small3-qa/small3qa-epoch-196-2023-04-19 21:22:20.657661
2023-04-19 21:50:23,455 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causing defects in the dura mater increases its vascular tissue but can be firmly united in from three to five days. In highly vascular parts, such as the face, the reparative process is rapid, and even extensive wounds may be firmly united in from three to five days. In areas with less free anastomosis, such as the subcutaneous cellular tissue, the process is more prolonged.How is the process of rete Malpighii?How is the process of blood clot, which is covered by the ingrowth of epithelium from the edges? is covered by the development of granulation tissue, and is covered by the development of cicatricial tissue. that is covered by the ingrowth of epithelium increases in thickness, and is covered by granulation tissue. covered by the development of granulation tissue is covered by the development of granulation tissue, and the development of cicatricial tissue. that is covered by the development of cicatricial tissue is covered by the development of epithelium.What is the process of cicat
2023-04-19 21:50:23,546 [INFO] Train and Validation Epoch 195 complete. Averge Loss: 1.0258594900369644 Avg Validation Loss  3.7819581031799316
2023-04-19 21:50:23,546 [INFO] Epoch 197 of 200
2023-04-19 21:50:24,338 [INFO] Train Epoch 196 complete.Avg Loss: 0.8688771277666092
2023-04-19 21:50:31,908 [INFO] Saved Model at ./small3-qa/small3qa-epoch-197-2023-04-19 21:22:20.657661
2023-04-19 21:50:34,187 [INFO] Over-fit check answer: What is granulation tissue? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. or scab, which has been destroyed by the ingrowing of the cut edge or the presence of granulation tissue. on the surface causes the granulation tissue to adhere, followed by a hard crust or scab, which serves to protect the surface from external irritation. is covered by the growth of epithelium from the edges. is covered by the development of granulation and cicatricial tissue, while the scab eventually separates, leaving a scar. is covered by the development of cicatricial tissue, while the epithelium increases in thickness, leaving a scar. and cicatricial tissue are the tissues most frequently associated with the reparative process. is covered by the development of epithel
2023-04-19 21:50:34,267 [INFO] Train and Validation Epoch 196 complete. Averge Loss: 0.8688771277666092 Avg Validation Loss  4.608254909515381
2023-04-19 21:50:34,267 [INFO] Epoch 198 of 200
2023-04-19 21:50:34,968 [INFO] Train Epoch 197 complete.Avg Loss: 0.9712397158145905
2023-04-19 21:50:43,457 [INFO] Saved Model at ./small3-qa/small3qa-epoch-198-2023-04-19 21:22:20.657661
2023-04-19 21:50:45,713 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causing defects in the reparative process can be firmly united in from three to five days. Grafts may be placed on granulating surfaces to fill defects in the granulation tissue elements. As the granulation tissue is gradually replaced by cicatricial tissue, the surface is covered by the ingrowth of epithelium from the edges. begins to fill defects in the granulation tissue by the ingrowth of epithelium from the granulation surface. on the granulation tissue is covered by the ingrowth of epithelium from the granulation surface until the scab eventually separates, leaving a scar. the scab. that is covered by the ingulations. is covered by granulation tissue that is covered by the ingulations until the scab eventually separates, leaving a scar. that is covered by the ingulations is eventually replaced by cicatricial tissue. areas, that is covered by the ingulations, forming a scar. that is covered by the ing increases in thickness until it replaces the granulation tissue. is covered by the ing from three to five days, the that is the
2023-04-19 21:50:45,798 [INFO] Train and Validation Epoch 197 complete. Averge Loss: 0.9712397158145905 Avg Validation Loss  4.117345809936523
2023-04-19 21:50:45,798 [INFO] Epoch 199 of 200
2023-04-19 21:50:46,559 [INFO] Train Epoch 198 complete.Avg Loss: 0.9240564703941345
2023-04-19 21:50:52,036 [INFO] Saved Model at ./small3-qa/small3qa-epoch-199-2023-04-19 21:22:20.657661
2023-04-19 21:50:54,264 [INFO] Over-fit check answer: What is granulation tissue? Granulation tissue is a thin pellicle, which is gradually replaced by cicatricial tissue, and is covered by the ingrowth of epithelium from the edges. areas of the rete Malpighii near the cut edge begin to sprout onto the wound surface, and by their proliferation, gradually cover the granulation tissue. As the epithelium increases in thickness, it assumes a greyish-white color. areas with a greyish-white color,-white, are the granulation tissue of the rete Malpighii. areas with a greyish-white color are the granulation tissue of the rete Malpighii is covered by the ingrowth of epithelium from the granulation tissue. As the epithelium increases in thickness, it assumes a greyish-white color. As the granulation tissue is covered by the ingrowth of epithelium from the granulation tissue, it assumes a greyish-white color. As the granulation tissue is covered by the ingrowth is covered by the ingrowth of the epithelium from the granulation tissue.
2023-04-19 21:50:54,354 [INFO] Train and Validation Epoch 198 complete. Averge Loss: 0.9240564703941345 Avg Validation Loss  4.075225353240967
2023-04-19 21:50:54,354 [INFO] Epoch 200 of 200
2023-04-19 21:50:55,064 [INFO] Train Epoch 199 complete.Avg Loss: 0.9783549904823303
2023-04-19 21:51:00,405 [INFO] Saved Model at ./small3-qa/small3qa-epoch-200-2023-04-19 21:22:20.657661
2023-04-19 21:51:02,665 [INFO] Over-fit check answer: What is granulation tissue? A successful graft of raw surfaces causes them to adhere, capillary loops passing from one surface to the other, and the final fusion of the surfaces through the development of granulation and cicatricial tissue. is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the center. of the rete Malpighii near the cut edge begin to sprout onto the granulation tissue, and by their proliferation, the granulation tissue assumes a greyish-white color. is eventually replaced by cicatricial tissue, and the epithelium increases in thickness, leaving a scar. that replaces the granulation tissue is covered by the ingrowth of epithelium from the center. As a graft is formed, it assumes a greyish-white color.,'s scab, and the dura mater,, are the same as in the scab of the scab, which replaces the granulation tissue., which replaces the granulation tissue, is covered by the formation of capillary loops passing from one surface to the other, and the final fusion of
2023-04-19 21:51:02,746 [INFO] Train and Validation Epoch 199 complete. Averge Loss: 0.9783549904823303 Avg Validation Loss  4.583101272583008

qa_output_samples.txt

2023-04-20 18:15:15,123 [INFO] Model name ./small3-qa/small3qa-epoch-200-2023-04-19 21:22:20.657661
2023-04-20 18:15:52,688 [INFO] Question: what is the meaning of "graft"
2023-04-20 18:16:03,152 [INFO] Generated : what is the meaning of "graft" or "graft" by granulation? The term "graft" in clinical surgery is used to denote a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. course of time, the epithelium increases in thickness, and it assumes a greyish-white color. is covered by the ingrowth of epithelium from the granulation tissue, while the granulation tissue is covered by the ingrowth of epithelium from the edges. is covered by the development of epithelium and the development of cicatricial tissue. is covered by the development of the granulation tissue, while the granulation tissue is covered by the development of theWhat is the process of cicatricial tissue to fill a defect in the dura mater? is covered
2023-04-20 18:16:34,730 [INFO] Question: What are the three types of grafts based on their sources?
2023-04-20 18:16:36,375 [INFO] Generated : What are the three types of grafts based on their sources? The sources of mucous membrane grafts are limited and the sources of mucous membrane grafts are limited due to the fact that they are limited and the sources of mucous membrane grafts are limited due to their capacity for grafting. membrane grafts are derived from the same individual; membrane grafts are derived from another animal of the same species; and the same species of the same species are derived from an animal of another species. grafts are derived from an animal of another species of the same species. are derived from an animal of another species of the same species.What is the process of healing by granulation? Healing by granulation is a modification of the rep
2023-04-20 18:17:28,292 [INFO] Question: "graft"
2023-04-20 18:17:29,963 [INFO] Generated : "graft" of raw surfaces causing them to adhere, followed by the formation of capillary loops passing from one surface to the other, and the final fusion of the surfaces through the development of granulation and cicatricial tissue. is covered by the ingrowth of epithelium from the edges. is covered by the development of cicatricial tissue, and the growth of epithelium on the surface, is covered by the development of cicatricial tissue. is covered by the growth of epithelium until the scab, which is covered by the ingrowth of epithelium from the edges. is covered by the development of epithelium on the granulation tissue, is covered by the development of cicatricial tissue, and the formation of cicatricial tissue. is covered by the development of the granulation tissue, and the formation of cicatricial tissue. is covered by the formation of granulation tissue, and the formation of cicatricial tissue. is covered by the formation of cicatricial tissue. is covered by the formation of cicatric
2023-04-20 18:17:46,378 [INFO] Question: what are the types of grafts
2023-04-20 18:17:48,035 [INFO] Generated : what are the types of grafts to fill defects in the dura mater? The transplanted ovary or thyreoid is vascularized and has been shown to function, but there is not sufficient regeneration of the essential tissue elements to "carry on"; the secreting tissue is gradually replaced by connective tissue and the special function comes to an end. connective tissue is gradually replaced by connective tissue and the special function comes to an end. connective tissue is gradually replaced by connective tissue with the special function comes to an end. connective tissue is gradually replaced by connective tissue with the special function comes to an connective tissue is gradually replaced by connective tissue. connective tissue is gradually replaced by connective tissue with the special function comes to an end. tissue is gradually replaced by connective tissue with the special function comes to an end. tissue is gradually replaced by the connective tissue is gradually replaced by the connective tissue is gradually replaced by the connective tissue is gradually replaced by the connective tissue is gradually replaced by the connective tissue is gradually replaced by the dura mater. connective tissue is gradually replaced by the dura mater is gradually replaced by the dura
2023-04-20 18:18:03,402 [INFO] Question: What is Thiersch's method
2023-04-20 18:18:05,064 [INFO] Generated : What is Thiersch's method of healing? Healing by granulation? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. As the epithelium increases in thickness, it assumes a greyish-white color. is covered by the ingrowth of epithelium from the granulations, while the granulation tissue is covered by the ingrowth of epithelium from the edges. As the granulation tissue is slowly replaced by cicatricial tissue, it assumes a greyish-white color. As the granulation tissue is slowly replaced by cicatricial tissue, it assumes a greyish-white color.What is the process of healing by granulation? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in
2023-04-20 18:18:24,307 [INFO] Question: What is Thiersch's method of epidermis grafting?
2023-04-20 18:18:25,937 [INFO] Generated : What is Thiersch's method of epidermis grafting? Thiersch's method of epidermis grafting involves transplanting strips of epidermis shaved from the surface of the skin, the razor passing through the tips of the papillae, which appear as tiny red points yielding a greyish-white color. Healing of the epidermis occurs by passing from one surface of the skin to the other, and the razor passing through the tips of the papillae increases the granulation tissue, transforms the granulation tissue into cicatricial tissue, and is covered by the ingrowth of epithelium from the edges. As the epithelium increases in thickness, it assumes a greyish-white color. is covered by the ingrowth of epithelium from the tips. is covered by the ingrowth of epithelium from the granulation tissue.What is the process of epithelium-shaped wound? The process of epithelium is to protect the surface from external irritation. is covered by the ingrowth of epithelium from the granulation tissue, and is covered by the ingrowth of epithelium from the granulation tissue.
2023-04-20 18:19:05,969 [INFO] Question: What is the term used for the transplantation of blood?
2023-04-20 18:19:07,602 [INFO] Generated : What is the term used for the transplantation of blood? The transplanted ovary or thyreoid is the most important member of the body transferred from one part of the body to another; and is vascularized and has been shown to function, but there is not sufficient regeneration of the essential tissue elements to "carry on"; the secreting tissue is gradually replaced by connective tissue and the special function comes to an end. connective tissue is gradually replaced by connective tissue and the special function comes to an end. connective tissue is gradually replaced by connective tissue with the special function comes to an end. connective tissue is gradually replaced by connective tissue with the special function comes to an end. connective tissue is gradually replaced by connective tissue with which the connective tissue is in contact. connective tissue is gradually replaced by connective tissue with which the dura mater is in contact.In these new surroundings, the connective tissue is gradually replaced by connective tissue with which the dura mater is in contact.In the dura mater, the connective tissue is gradually replaced by connective tissue with which the dura mater is in contact.In the d
2023-04-20 18:19:38,737 [INFO] Question: what is term for blood tranplat
2023-04-20 18:19:40,398 [INFO] Generated : what is term for blood tranplatricial tissue transplantation? In highly vascular parts, such as the face, the reparative process is rapid, and even extensive wounds may be firmly united in from three to five days. In areas with less free anastomosis, the process is more prolonged. is more prolonged in areas with less free anastomosis, such as the face. that is covered by the scab, the resulting wound is smooth, and has a greyish-white color. exposed to air forms a hard crust, which serves to protect the surface from external irritation., like the granulation tissue, is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the granulation tissue.,, and the scab,, are the same species; the is covered by the ingrowth of the epithelium from the granulation tissue, while the scab is covered by the ingrowth of the epithelium from the granulation tissue
2023-04-20 18:20:04,981 [INFO] Question:  Which famous surgeon emphasized the importance of rest for the restoration of injured parts?
2023-04-20 18:20:06,600 [INFO] Generated :  Which famous surgeon emphasized the importance of rest for the restoration of injured parts? In these new surroundings, it is necessary for the spirilla to be brought into apposition and restoration, and there is no loss of tissue, presence of foreign substances, or infection with disease-producing microorganisms.Are the spirilla or bone associated with the process of healing by granulation? Healing by cicatricial tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the granulation tissue, while the granulation tissue is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the granulation tissue, while the granulation tissue is covered by the ingrowth of the
2023-04-20 18:20:23,476 [INFO] Question: Which famous surgeon emphasized the importance of rest for the restoration of injured parts?
2023-04-20 18:20:25,110 [INFO] Generated : Which famous surgeon emphasized the importance of rest for the restoration of injured parts? In these new surroundings, it is necessary for the spirilla to be brought into apposition and restoration, and there is no loss of tissue, presence of foreign substances, or infection with disease-producing microorganisms.Are the spirilla or bone associated with the process of healing by granulation? Healing by cicatricial tissue is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. is covered by the development of epithelium from the scab, and the development of epithelium from the dura mater. is covered by the development of epithelium from the dura mater. is covered by the formation
2023-04-20 18:20:32,659 [INFO] Question: who is John Hunter
2023-04-20 18:20:34,371 [INFO] Generated : who is John Hunter Hilton's model of applied bacteriology? The term 'organism of bacteria' dominates every department of surgery questions that have to be considered.'s standpoint of bacteriology is that nearly all surgical questions have to be considered in the same way that applied bacteriology have to prolong human life.'s standpoint of bacteriology is that nearly all surgical questions have to be considered as the standpoint of applied bacteriology has to prolong human life. The term 'organism of bacteria' dominates every department of surgery questions that have to be considered in the same way that applied bacteriology have to prolong human life. The term 'organism of bacteria' dominates every department of surgery questions that have to be considered as the standpoint of bacteriology has to prolong human life.'s standpoint of bacteriology dominates every department of surgery questions that have to be considered as the standpoint of bacteriology has to prolong human life.'s standpoint of bacteriology dominates every department of surgery questions that have to be considered as bacteriology has to prolong human life. dominates every department of surgery questions that have to be considered as bacteriology has to prolong human life. dominates every department of surgery questions that have to be considered as bacteriology has to prolong human
2023-04-20 18:21:07,546 [INFO] Question: how does a scab heal?
2023-04-20 18:21:09,235 [INFO] Generated : how does a scab heal? Healing by granulation is a modification of the reparative process where a greater amount of granulation tissue is required to fill a gap in a wound that cannot be approximated due to loss of tissue or the presence of a drainage tube or gauze packing. The granulation tissue gradually fills the gap and is replaced by cicatricial tissue, while the surface is covered by the ingrowth of epithelium from the edges. is covered by the ingrowth of epithelium from the edges. until the scab eventually separates, leaving a scar. that is covered by the ingrowth of epithelium is eventually replaced by cicatricial tissue. that is covered by the ingrowth of epithelium is eventually replaced by cicatricial tissue. that is covered by the ingrowth of epithelium is eventually replaced by cicatricial tissue. that is covered by the ingrowth of epithelium is eventually replaced by cicatricial tissue. is covered by the ingrowth of the granulation tissue, while the granulation tissue is gradually replaced by cicatricial tissue. is covered by the ing
2023-04-20 18:21:27,449 [INFO] Question: Healing under a scab is
2023-04-20 18:21:29,185 [INFO] Generated : Healing under a scab is commonly indicated after operations for malignant disease in which considerable areas of skin must be sacrificed, and after accidents, such as avulsion of the scalp by machinery.How the process of skin grafting is defined is based on the fact that the granulation tissue gradually fills the gap and is covered by the ingrowth of epithelium from the edges.How the process of epithelial grafting is defined by the fact that the granulation tissue is covered by the ingrowth of epithelium from the edges.How the process of epithelial grafting is based on the fact that the granulation tissue is covered by the ingrowth of epithelium from the edges.What is the process of transforming granulation tissue into cicatricial tissue by becoming elongated and spindle-shaped, and producing fine fibrillated material around them, which replaces the granulation tissue with cicatricial tissue.What is the process of transforming granulation tissue into cicatricial tissue by becoming elongated and spindle-shaped, and producing fine fibrillated material around them, which replaces the granulation.
2023-04-20 18:21:56,778 [INFO] Question: In which situations is skin grafting of raw surfaces commonly indicated?
2023-04-20 18:21:58,459 [INFO] Generated : In which situations is skin grafting of raw surfaces commonly indicated? Skin grafting of granulating surfaces is commonly indicated after operations for malignant disease in which considerable areas of skin must be sacrificed, and after accidents, such as avulsion of the scalp by machinery. occurs as the razor passing through the tips of the papillae, the papillae of the papillae, and the papillae, with the papillae in the final fusion, and is covered by the scab. that is left becomes smooth, and is covered by the scab., which is covered by the scab, eventually forms a greyish-white color.-white color.-white color.... is the most important member of the spirilla group. is the most important member of the spirilla group. is the most important member of the spirilla group. is the most important member of the spirilla group. is the most important member of the spirilla group. is the most important member of the spirilla group. is the most important member of the spirilla group.

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INTRODUCTION To prolong human life and to alleviate suffering are the ultimate objects of scientific medicine. The two great branches of the healing art Medicine and Surgery are so intimately related that it is impossible to draw a hard-and-fast line between them, but for convenience Surgery may be defined as "the art of treating lesions and malformations of the human body by manual operations, mediate and immediate." To apply his art intelligently and successfully, it is essential that the surgeon should be conversant not only with the normal anatomy and physiology of the body and with the various pathological conditions to which it is liable, but also with the nature of the process by which repair of injured or diseased tissues is effected. Without this knowledge he is unable to recognise such deviations from the normal as result from mal-development, injury, or disease, or rationally to direct his efforts towards the correction or removal of these.

PROCESS OF REPAIR The process of repair in living tissue depends upon an inherent power possessed by vital cells of reacting to the irritation caused by injury or disease. The cells of the damaged tissues, under the influence of this irritation, undergo certain proliferative changes, which are designed to restore the normal structure and configuration of the part. The process by which this restoration is effected is essentially the same in all tissues, but the extent to which different tissues can carry the recuperative process varies. Simple structures, such as skin, cartilage, bone, periosteum, and tendon, for example, have a high power of regeneration, and in them the reparative process may result in almost perfect restitution to the normal. More complex structures, on the other hand, such as secreting glands, muscle, and the tissues of the central nervous system, are but imperfectly restored, simple cicatricial connective tissue taking the place of what has been lost or destroyed. Any given tissue can be replaced only by tissue of a similar kind, and in a damaged part each element takes its share in the reparative process by producing new material which approximates more or less closely to the normal according to the recuperative capacity of the particular tissue. The normal process of repair may be interfered with by various extraneous agencies, the most important of which are infection by disease-producing micro-organisms, the presence of foreign substances, undue movement of the affected part, and improper applications and dressings. The effect of these agencies is to delay repair or to prevent the individual tissues carrying the process to the furthest degree of which they are capable. In the management of wounds and other diseased conditions the main object of the surgeon is to promote the natural reparative process by preventing or eliminating any factor by which it may be disturbed.  Healing by Primary Union.  The most favourable conditions for the progress of the reparative process are to be found in a clean-cut wound of the integument, which is uncomplicated by loss of tissue, by the presence of foreign substances, or by infection with disease-producing micro-organisms, and its edges are in contact. Such a wound in virtue of the absence of infection is said to be  aseptic , and under these conditions healing takes place by what is called "primary union" the "healing by first intention" of the older writers.  Granulation Tissue.  The essential and invariable medium of repair in all structures is an elementary form of new tissue known as  granulation tissue , which is produced in the damaged area in response to the irritation caused by injury or disease. The vital reaction induced by such irritation results in dilatation of the vessels of the part, emigration of leucocytes, transudation of lymph, and certain proliferative changes in the fixed tissue cells. These changes are common to the processes of inflammation and repair; no hard-and-fast line can be drawn between these processes, and the two may go on together. It is, however, only when the proliferative changes have come to predominate that the reparative process is effectively established by the production of healthy granulation tissue.  Formation of Granulation Tissue.  When a wound is made in the integument under aseptic conditions, the passage of the knife through the tissues is immediately followed by an oozing of blood, which soon coagulates on the cut surfaces. In each of the divided vessels a clot forms, and extends as far as the nearest collateral branch; and on the surface of the wound there is a microscopic layer of bruised and devitalised tissue. If the wound is closed, the narrow space between its edges is occupied by blood-clot, which consists of red and white corpuscles mixed with a quantity of fibrin, and this forms a temporary uniting medium between the divided surfaces. During the first twelve hours, the minute vessels in the vicinity of the wound dilate, and from them lymph exudes and leucocytes migrate into the tissues. In from twenty-four to thirty-six hours, the capillaries of the part adjacent to the wound begin to throw out minute buds and fine processes, which bridge the gap and form a firmer, but still temporary, connection between the two sides. Each bud begins in the wall of the capillary as a small accumulation of granular protoplasm, which gradually elongates into a filament containing a nucleus. This filament either joins with a neighbouring capillary or with a similar filament, and in time these become hollow and are filled with blood from the vessels that gave them origin. In this way a series of young  capillary loops  is formed. The spaces between these loops are filled by cells of various kinds, the most important being the  fibroblasts , which are destined to form cicatricial fibrous tissue. These fibroblasts are large irregular nucleated cells derived mainly from the proliferation of the fixed connective-tissue cells of the part, and to a less extent from the lymphocytes and other mononuclear cells which have migrated from the vessels. Among the fibroblasts, larger multi-nucleated cells  giant cells  are sometimes found, particularly when resistant substances, such as silk ligatures or fragments of bone, are embedded in the tissues, and their function seems to be to soften such substances preliminary to their being removed by the phagocytes. Numerous  polymorpho-nuclear leucocytes , which have wandered from the vessels, are also present in the spaces. These act as phagocytes, their function being to remove the red corpuscles and fibrin of the original clot, and this performed, they either pass back into the circulation in virtue of their amœboid movement, or are themselves eaten up by the growing fibroblasts. Beyond this phagocytic action, they do not appear to play any direct part in the reparative process. These young capillary loops, with their supporting cells and fluids, constitute granulation tissue, which is usually fully formed in from three to five days, after which it begins to be replaced by cicatricial or scar tissue.  Formation of Cicatricial Tissue.  The transformation of this temporary granulation tissue into scar tissue is effected by the fibroblasts, which become elongated and spindle-shaped, and produce in and around them a fine fibrillated material which gradually increases in quantity till it replaces the cell protoplasm. In this way white fibrous tissue is formed, the cells of which are arranged in parallel lines and eventually become grouped in bundles, constituting fully formed white fibrous tissue. In its growth it gradually obliterates the capillaries, until at the end of two, three, or four weeks both vessels and cells have almost entirely disappeared, and the original wound is occupied by cicatricial tissue. In course of time this tissue becomes consolidated, and the cicatrix undergoes a certain amount of contraction  cicatricial contraction .  Healing of Epidermis.  While these changes are taking place in the deeper parts of the wound, the surface is being covered over by  epidermis  growing in from the margins. Within twelve hours the cells of the rete Malpighii close to the cut edge begin to sprout on to the surface of the wound, and by their proliferation gradually cover the granulations with a thin pink pellicle. As the epithelium increases in thickness it assumes a bluish hue and eventually the cells become cornified and the epithelium assumes a greyish-white colour.  Clinical Aspects.  So long as the process of repair is not complicated by infection with micro-organisms, there is no interference with the general health of the patient. The temperature remains normal; the circulatory, gastro-intestinal, nervous, and other functions are undisturbed; locally, the part is cool, of natural colour and free from pain.  Modifications of the Process of Repair.  The process of repair by primary union, above described, is to be looked upon as the type of all reparative processes, such modifications as are met with depending merely upon incidental differences in the conditions present, such as loss of tissue, infection by micro-organisms, etc.  Repair after Loss or Destruction of Tissue.  When the edges of a wound cannot be approximated either because tissue has been lost, for example in excising a tumour or because a drainage tube or gauze packing has been necessary, a greater amount of granulation tissue is required to fill the gap, but the process is essentially the same as in the ideal method of repair. The raw surface is first covered by a layer of coagulated blood and fibrin. An extensive new formation of capillary loops and fibroblasts takes place towards the free surface, and goes on until the gap is filled by a fine velvet-like mass of granulation tissue. This granulation tissue is gradually replaced by young cicatricial tissue, and the surface is covered by the ingrowth of epithelium from the edges. This modification of the reparative process can be best studied clinically in a recent wound which has been packed with gauze. When the plug is introduced, the walls of the cavity consist of raw tissue with numerous oozing blood vessels. On removing the packing on the fifth or sixth day, the surface is found to be covered with minute, red, papillary granulations, which are beginning to fill up the cavity. At the edges the epithelium has proliferated and is covering over the newly formed granulation tissue. As lymph and leucocytes escape from the exposed surface there is a certain amount of serous or sero-purulent discharge. On examining the wound at intervals of a few days, it is found that the granulation tissue gradually increases in amount till the gap is completely filled up, and that coincidently the epithelium spreads in and covers over its surface. In course of time the epithelium thickens, and as the granulation tissue is slowly replaced by young cicatricial tissue, which has a peculiar tendency to contract and so to obliterate the blood vessels in it, the scar that is left becomes smooth, pale, and depressed. This method of healing is sometimes spoken of as "healing by granulation" although, as we have seen, it is by granulation that all repair takes place.  Healing by Union of two Granulating Surfaces.  In gaping wounds union is sometimes obtained by bringing the two surfaces into apposition after each has become covered with healthy granulations. The exudate on the surfaces causes them to adhere, capillary loops pass from one to the other, and their final fusion takes place by the further development of granulation and cicatricial tissue.  Reunion of Parts entirely Separated from the Body.  Small portions of tissue, such as the end of a finger, the tip of the nose or a portion of the external ear, accidentally separated from the body, if accurately replaced and fixed in position, occasionally adhere by primary union. In the course of operations also, portions of skin, fascia, or bone, or even a complete joint may be transplanted, and unite by primary union.  Healing under a Scab.  When a small superficial wound is exposed to the air, the blood and serum exuded on its surface may dry and form a hard crust or  scab , which serves to protect the surface from external irritation in the same way as would a dry pad of sterilised gauze. Under this scab the formation of granulation tissue, its transformation into cicatricial tissue, and the growth of epithelium on the surface, go on until in the course of time the crust separates, leaving a scar.  Healing by Blood-clot.  In subcutaneous wounds, for example tenotomy, in amputation wounds, and in wounds made in excising tumours or in operating upon bones, the space left between the divided tissues becomes filled with blood-clot, which acts as a temporary scaffolding in which granulation tissue is built up. Capillary loops grow into the coagulum, and migrated leucocytes from the adjacent blood vessels destroy the red corpuscles, and are in turn disposed of by the developing fibroblasts, which by their growth and proliferation fill up the gap with young connective tissue. It will be evident that this process only differs from healing by primary union in the  amount  of blood-clot that is present.  Presence of a Foreign Body.  When an aseptic foreign body is present in the tissues,  e.g.  a piece of unabsorbable chromicised catgut, the healing process may be modified. After primary union has taken place the scar may broaden, become raised above the surface, and assume a bluish-brown colour; the epidermis gradually thins and gives way, revealing the softened portion of catgut, which can be pulled out in pieces, after which the wound rapidly heals and resumes a normal appearance.

REPAIR IN INDIVIDUAL TISSUES  Skin and Connective Tissue.  The mode of regeneration of these tissues under aseptic conditions has already been described as the type of ideal repair. In highly vascular parts, such as the face, the reparative process goes on with great rapidity, and even extensive wounds may be firmly united in from three to five days. Where the anastomosis is less free the process is more prolonged. The more highly organised elements of the skin, such as the hair follicles, the sweat and sebaceous glands, are imperfectly reproduced; hence the scar remains smooth, dry, and hairless.  Epithelium.  Epithelium is only reproduced from pre-existing epithelium, and, as a rule, from one of a similar type, although metaplastic transformation of cells of one kind of epithelium into another kind can take place. Thus a granulating surface may be covered entirely by the ingrowing of the cutaneous epithelium from the margins; or islets, originating in surviving cells of sebaceous glands or sweat glands, or of hair follicles, may spring up in the centre of the raw area. Such islets may also be due to the accidental transference of loose epithelial cells from the edges. Even the fluid from a blister, in virtue of the isolated cells of the rete Malpighii which it contains, is capable of starting epithelial growth on a granulating surface. Hairs and nails may be completely regenerated if a sufficient amount of the hair follicles or of the nail matrix has escaped destruction. The epithelium of a mucous membrane is regenerated in the same way as that on a cutaneous surface. Epithelial cells have the power of living for some time after being separated from their normal surroundings, and of growing again when once more placed in favourable circumstances. On this fact the practice of skin grafting is based (p. 11).  Cartilage.  When an articular cartilage is divided by incision or by being implicated in a fracture involving the articular end of a bone, it is repaired by ordinary cicatricial fibrous tissue derived from the proliferating cells of the perichondrium. Cartilage being a non-vascular tissue, the reparative process goes on slowly, and it may be many weeks before it is complete. It is possible for a metaplastic transformation of connective-tissue cells into cartilage cells to take place, the characteristic hyaline matrix being secreted by the new cells. This is sometimes observed as an intermediary stage in the healing of fractures, especially in young bones. It may also take place in the regeneration of lost portions of cartilage, provided the new tissue is so situated as to constitute part of a joint and to be subjected to pressure by an opposing cartilaginous surface. This is illustrated by what takes place after excision of joints where it is desired to restore the function of the articulation. By carrying out movements between the constituent parts, the fibrous tissue covering the ends of the bones becomes moulded into shape, its cells take on the characters of cartilage cells, and, forming a matrix, so develop a new cartilage. Conversely, it is observed that when articular cartilage is no longer subjected to pressure by an opposing cartilage, it tends to be transformed into fibrous tissue, as may be seen in deformities attended with displacement of articular surfaces, such as hallux valgus and club-foot. After fractures of costal cartilage or of the cartilages of the larynx the cicatricial tissue may be ultimately replaced by bone.  Tendons.  When a tendon is divided, for example by subcutaneous tenotomy, the end nearer the muscle fibres is drawn away from the other, leaving a gap which is speedily filled by blood-clot. In the course of a few days this clot becomes permeated by granulation tissue, the fibroblasts of which are derived from the sheath of the tendon, the surrounding connective tissue, and probably also from the divided ends of the tendon itself. These fibroblasts ultimately develop into typical tendon cells, and the fibres which they form constitute the new tendon fibres. Under aseptic conditions repair is complete in from two to three weeks. In the course of the reparative process the tendon and its sheath may become adherent, which leads to impaired movement and stiffness. If the ends of an accidentally divided tendon are at once brought into accurate apposition and secured by sutures, they unite directly with a minimum amount of scar tissue, and function is perfectly restored.  Muscle.  Unstriped muscle does not seem to be capable of being regenerated to any but a moderate degree. If the ends of a divided striped muscle are at once brought into apposition by stitches, primary union takes place with a minimum of intervening fibrous tissue. The nuclei of the muscle fibres in close proximity to this young cicatricial tissue proliferate, and a few new muscle fibres may be developed, but any gross loss of muscular tissue is replaced by a fibrous cicatrix. It would appear that portions of muscle transplanted from animals to fill up gaps in human muscle are similarly replaced by fibrous tissue. When a muscle is paralysed from loss of its nerve supply and undergoes complete degeneration, it is not capable of being regenerated, even should the integrity of the nerve be restored, and so its function is permanently lost.  Secretory Glands.  The regeneration of secretory glands is usually incomplete, cicatricial tissue taking the place of the glandular substance which has been destroyed. In wounds of the liver, for example, the gap is filled by fibrous tissue, but towards the periphery of the wound the liver cells proliferate and a certain amount of regeneration takes place. In the kidney also, repair mainly takes place by cicatricial tissue, and although a few collecting tubules may be reformed, no regeneration of secreting tissue takes place. After the operation of decapsulation of the kidney a new capsule is formed, and during the process young blood vessels permeate the superficial parts of the kidney and temporarily increase its blood supply, but in the consolidation of the new fibrous tissue these vessels are ultimately obliterated. This does not prove that the operation is useless, as the temporary improvement of the circulation in the kidney may serve to tide the patient over a critical period of renal insufficiency.  Stomach and Intestine.  Provided the peritoneal surfaces are accurately apposed, wounds of the stomach and intestine heal with great rapidity. Within a few hours the peritoneal surfaces are glued together by a thin layer of fibrin and leucocytes, which is speedily organised and replaced by fibrous tissue. Fibrous tissue takes the place of the muscular elements, which are not regenerated. The mucous lining is restored by ingrowth from the margins, and there is evidence that some of the secreting glands may be reproduced. Hollow viscera, like the œsophagus and urinary bladder, in so far as they are not covered by peritoneum, heal less rapidly.  Nerve Tissues.  There is no trustworthy evidence that regeneration of the tissues of the brain or spinal cord in man ever takes place. Any loss of substance is replaced by cicatricial tissue. The repair of  Bone ,  Blood Vessels , and  Peripheral Nerves  is more conveniently considered in the chapters dealing with these structures.  Rate of Healing.  While the rate at which wounds heal is remarkably constant there are certain factors that influence it in one direction or the other. Healing is more rapid when the edges are in contact, when there is a minimum amount of blood-clot between them, when the patient is in normal health and the vitality of the tissues has not been impaired. Wounds heal slightly more quickly in the young than in the old, although the difference is so small that it can only be demonstrated by the most careful observations. Certain tissues take longer to heal than others: for example, a fracture of one of the larger long bones takes about six weeks to unite, and divided nerve trunks take much longer about a year. Wounds of certain parts of the body heal more quickly than others: those of the scalp, face, and neck, for example, heal more quickly than those over the buttock or sacrum, probably because of their greater vascularity. The extent of the wound influences the rate of healing; it is only natural that a long and deep wound should take longer to heal than a short and superficial one, because there is so much more work to be done in the conversion of blood-clot into granulation tissue, and this again into scar tissue that will be strong enough to stand the strain on the edges of the wound.