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
Débridement is a well established modality for management of gunshot wounds. The word "débridement" is originally French. It was used for the first time during the eighteenth century in the surgical context and meant "wound incision." For French surgeons, it has retained to this day its original meaning. In medical English, though, the use of the term has been marred by persisting confusion about its definition. Two quite different surgical procedures still compete for the definition of débridement: wound incision and wound excision. These procedures are also at the center of a modern controversy about the management of gunshot wounds. The orthodox doctrine, inherited from military surgeons, consists of aggressive tissue excision around the bullet track. This radical policy is being challenged by advocates of a more conservative approach. Minimal tissue excision is sufficient and safe in many cases provided careful monitoring of the wound is instituted. Wound incision alone to relieve tension and allow drainage is possible in certain cases. The tug-of-war between excision and incision is outlined herein with reference to the semantic tribulations of the word "débridement" and the implications for patient 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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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