Use of mainstream nonpharmacologic treatment by patients with arthritis
Bibliographic record
Abstract
OBJECTIVE: To examine the use of nonpharmacologic treatment by patients with osteoarthritis (OA) and rheumatoid arthritis (RA). METHODS: Patients were recruited from physicians' offices in Ontario, Canada. All participants completed questionnaires that asked about their health status, use of medications and nonpharmacologic treatments, and use of health care resources. RESULTS: A total of 326 patients with OA and 253 patients with RA completed the survey on the use of nonpharmacologic treatment. Only 73% of patients with OA had been told to use nonpharmacologic modalities, but 98.8% had tried at least 1 type of treatment. About 97% of those with RA had been told to use and had tried at least 1 type of treatment. Most patients continued to use a treatment once they had tried it. CONCLUSION: The use of nonpharmacologic modalities is common among patients with arthritis. It is important that clinicians address with their patients the appropriate use of and barriers to continuing these treatments.
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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 | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".