The Evidence for Prescription Information for Possible Use of a Repeated Dose of Oral Triptans: A Comment
Bibliographic record
Abstract
A repeated dose of an oral triptan has been shown in randomized controlled trials (RCTs) to be ineffective as a treatment for no or partial response 2 hours after initial dosing but effective as treatment for headache recurrence. In the official prescription information in the United States, the United Kingdom, and Denmark repeated dosing of all seven oral triptans are recommended for headache recurrence but some triptans are also recommended for no or partial response, a use of a triptan deemed to be not beneficial in European and Canadian migraine guidelines. In summary, not all recommendations are based on evidence from RCTs. In addition, some recommendations are ambiguous and patients need clearer instructions. An example of such a clear British instruction in a patient leaflet instruction is presented at the end of the paper.
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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 | 0.075 | 0.372 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.008 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.009 |
| Scholarly communication | 0.006 | 0.013 |
| Open science | 0.008 | 0.004 |
| Research integrity | 0.063 | 0.057 |
| Insufficient payload (model declined to judge) | 0.019 | 0.010 |
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".