Rheumatoid arthritis‐associated inflammatory leg ulcers: a new treatment for recalcitrant wounds
Bibliographic record
Abstract
Patients with rheumatoid arthritis may develop leg ulcers of varied aetiologies, including venous disease, infection and inflammation (vasculitis or pyoderma gangrenosum). The leg ulcers in rheumatoid arthritis patients may involve several of these aetiological factors and are often difficult to heal. Both the ulcers and the treatments are often painful, and these ulcers may be present for years. A new oxidised regenerated cellulose and collagen dressing has been developed for slow-to-heal wounds and may have a role in the management of superficial inflammation that may persist in many of these ulcers, although clinically it is difficult to distinguish this from critical colonisation or frank infection. Venous disease requires compression therapy. Deep compartment infection should be treated with systemic antimicrobials, and inflammatory processes extending beyond the superficial wound base require disease-specific systemic anti-inflammatory agents. Four patients with recalcitrant wounds resistant to best practice were treated successfully with this new dressing combined with a strategy to control bacterial burden.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 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".