Walking Before an Ultrasound Assessment Increases the Enthesis Score Significantly
Bibliographic record
Abstract
To the Editor: Inflammatory enthesis involvement is a characteristic feature of spondyloarthropathies (SpA); it is considered the primary lesion in this disease1. The MAdrid Sonographic Enthesis Index (MASEI) score was recently validated for SpA diagnostic classification2. MASEI scores range from 0 to 136, and a value ≥ 18 was established as the best cutoff point to differentiate between cases and healthy controls (sensitivity of 83.3%, specificity 82.8%). Sporting activities such as running and aerobic exercise are known to result in foot and ankle injuries, such as tendon thickening, edema, and bursitis, that could influence ultrasound (US) assessment of enthesis3. To … Address correspondence to Prof. T. Pham, Department of Rheumatology, Conception Hospital, 147 Boulevard Baille, 13005 Marseille, France. E-mail: thao.pham{at}ap-hm.fr
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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 source (direct Gemma or distilled Codex), 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".