Alexithymic Characteristics in Rheumatoid Arthritis: A Controlled Study
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
Forty rheumatoid arthritis (RA) patients diagnosed by rigid criteria were evaluated for alexithymic characteristics using the Beth Israel Hospital Psychosomatic Questionnaire (BIQ) and the Toronto Alexithymia Scale (TAS). 40 healthy subjects matched with RA patients on sociodemographic variables served as controls. RA patients scored significantly higher on the BIQ and TAS compared to controls. The two scales correlated in the expected direction. Using the TAS cutoff score of 74 and above, 11 RA patients (27.5%) were identified as alexithymic. RA patients with greater functional impairment showed significantly higher alexithymia scores.
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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) | 0.001 | 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 it