CATEGORICAL VERSUS CONTINUOUS MEASURES OF PAIN: IMPLICATIONS FOR COMMUNITY-BASED RESEARCH
Bibliographic record
Abstract
tient's assessment of pain and ROM. Overall, the results of treatment with BoNT-B in our patient with myofascial pain were very good. At the 3-month follow-up, the pain was decreased to 2/10 and patient had full ROM. The patient experienced no complications, reported no adverse effects, and was overall very satisfied with the treatment. It is conceivable that BoNT-B may be useful for the treatment of myofascial pain; further studies are warranted. The mechanisms of action of muscle paralysis as well as analgesia for BoNT-B will be discussed and illustrated. A review of the literature will be presented along with other clinical situations in which BoNT-B may be worthwhile investigating. Support of Elan Pharmaceuticals is gratefully acknowledged.
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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 | 0.019 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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".