Pyoderma Gangrenosum: A Critical Appraisal
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
GENERAL PURPOSE: To provide information about pyoderma gangrenosum (PG), including pathophysiology, diagnostic criteria, and treatment. TARGET AUDIENCE: This continuing education activity is intended for physicians, physician assistants, nurse practitioners, and nurses with an interest in skin and wound care. LEARNING OBJECTIVES/OUTCOMES: After participating in this educational activity, the participant should be better able to: ABSTRACT: Pyoderma gangrenosum (PG) is an uncommon cutaneous disease, presenting with recurrent painful ulcerations most commonly on the lower extremities. The diagnosis is made according to a typical presentation, skin lesion morphology, skin biopsy, histopathology, and the exclusion of other etiologies. Classically, PG presents with painful ulcers with well-defined violaceous borders; other variants including bullous, pustular, and vegetative/granulomatous can also occur. Treatment of PG involves a combination of topical and systemic anti-inflammatory and immunosuppressive medications, wound care, antimicrobial agents for secondary infections, and treatment of the underlying etiology. This article is a continuing education review of the literature with a focus on the clinical application of the pathophysiology, diagnosis, and treatment of this challenging disease.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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