Timing of Wound Coverage in Extremity War Injuries
Bibliographic record
Abstract
Although several studies have been done on the timing of débridement of open fracture, none has specifically examined the effect of timing of soft-tissue coverage on outcome in the types of lower extremity injury being encountered in Iraq and Afghanistan, namely, injuries associated with the detonation of improvised explosive devices. Complex limb salvage requiring free tissue transfer or rotational flap coverage for soft-tissue defects has been commonly performed during the recent military conflicts in Iraq and Afghanistan. Current treatment protocols favor the inclusion of timely and stable axial limb fixation, radical débridement of all compromised soft tissues and osseous structures, and early wound closure with healthy, well-vascularized autologous tissue. In an attempt to minimize overall morbidity, a comprehensive plan must be made to sequentially reconstruct the involved extremity in order to achieve the highest level of function possible, with a durable construct, in the shortest period of time. Prospective studies are necessary to evaluate the effect of timing of coverage on outcome and on limb salvage.
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".