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
BACKGROUND: This article summarizes information presented at the Wound Healing Subspecialty Symposium of the Annual Conference of the Canadian Dermatology Association held in Ottawa in June 2012. OBJECTIVE: To provide continuing medical education on wound healing for dermatologists. METHODS: A review of the pertinent literature was performed by the author in order to prepare the lecture and subsequent article. RESULTS: The review found that necrotizing faciitis, hypertensive ulceration, antiphospholipid syndrome and α1-antitrypsin syndrome are entities that contribute to catastrophic wounds seen in wound healing clinics and in private offices. CONCLUSION: It is most important to have a high index of suspicion for these four conditions because early diagnosis can be life-saving with necrotizing faciitis, pain-relieving in ulcers caused by hypertension, and antiphospholipid syndrome, and can result in early treatment in α1-antitrypsin deficiency.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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