The use of dermal substitutes in burn surgery: Acute phase
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Major burns represent a challenge in autologous skin coverage and may lead to severe functional and cosmetic sequelae. Dermal substitutes are increasingly becoming an essential part of burn care during the acute phase of treatment. In the long term dermal substitutes improve functional and cosmetic results and thus enhance quality of life. In the chronic wound setting, dermal substitutes are used to reconstruct and improve burn scars and defects. Despite the potential of dermal substitutes, further research is required to strengthen scientific evidence regarding their effects and also to develop new technologies and products. Furthermore, dermal substitutes have a pivotal role in future research strategies as they have the potential to provide adequate scaffold for stem cells, tissue engineering, and regenerative medicine with conceivable application of obtaining long-lasting and scarless artificial skin. This review discusses the status quo of dermal substitutes and novel strategies in the use of dermal substitutes with a focus on burn care.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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) | 0.000 | 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 it