Pyoderma Gangrenosum Following Reduction Mammaplasty
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
The failure of a postoperative local infection to resolve after appropriate antibiotic therapy should prompt consideration of other diagnoses. Reported here is a case of pyoderma gangrenosum, a rare necrotizing disorder, occurring after reduction mammaplasty. The clinical presentation was one of progressive wound deterioration with associated erythema and intense pain. After failure of antibiotic therapy and local wound care, tissue biopsy of the enlarging wound edge confirmed the diagnosis, which then responded rapidly to systemic steroid treatment. Given that the treatment for pyoderma gangrenosum is at odds with the standard treatment for an infection (steroids versus antibiotics), differentiating between the two diagnoses is vital to providing resolution of the process and limiting any untoward scarring resulting from the advancing open wounds that can develop. With this in mind, the physical signs and symptoms that characterize this condition and thus allow early diagnosis are presented, and treatment options discussed.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 |
| 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