How to Investigate and Follow Up Undifferentiated Peripheral Inflammatory Arthritis? 3e Initiative 2008-2009: Systematic Reviews and Clinical Algorithm
Bibliographic record
Abstract
The 3e (Evidence, Expertise, Exchange) Initiative in Rheumatology is a multinational effort aimed at generating evidence-based recommendations for common clinical problems. It integrates systematically generated evidence with expert opinion of a broad panel of international rheumatologists. Phases I and II of the 3e Initiative addressed, respectively, the management of ankylosing spondylitis and the use of methotrexate in rheumatoid arthritis. The objective of phase III 2008–2009 was to develop practical recommendations for management of patients with undifferentiated peripheral inflammatory arthritis (UPIA). Patients with UPIA are commonly seen in rheumatology practice and often remain without a specific diagnosis. Their management varies considerably among rheumatologists; there are no widely accepted criteria for diagnosis and no guidance on how to investigate and follow up these patients. In this international project, experts agreed to label as “undifferentiated” those patients with at least one …
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| 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".