Contraction of the composite skin graft and autograft
Bibliographic record
Abstract
Wound contraction as a result of a delay in grafting or second intention healing in an area that there was no graft take is a serious problem because of the sequela to the burned patient. The objective of the present study was to evaluate the contraction of the cultured keratinocytes and human acellular dermis composite graft by tracing the graft with transparent film after transplantation to the back of athymic mice. The evaluation of the contraction of the composite skin grafts and autografts in relation to the original wound area on the back of the athymic mice demonstrated greater contraction of the grafts after the dressings were removed on the seventh day. The composite skin graft contraction was significantly bigger than the autograft contraction. The experimental data suggested that the contraction appeared after dressing removal, but that the macroscopic aspect of the composite skin graft remained normal with no distortion of the graft or the surrounded murine skin.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".