New Paradigms in the Recognition and Acute Treatment of Migraine
Bibliographic record
Abstract
It would be ideal if clinical decisions regarding acute migraine treatment could be made on the basis of three parameters: a critical appraisal of available scientific evidence, clinical experience (including knowledge of the individual patient and his/her attack characteristics), and, of course, patient preferences. Patients are likely to prefer agents that offer rapid relief, pain-free status within 2 hours, no recurrence or need for rescue medication, extended time to recurrence (if present), consistency of therapeutic effect over multiple attacks, oral administration. good tolerability, safety, and minimal drug interactions. Fortunately, a number of specific therapies now are available which place these objectives within the patient's reach. Ongoing barriers to optimal migraine care include underrecognition, underconsultation, undertreatment, restrictions imposed by insurance companies, and exaggerated concerns regarding the safety of the triptans. Overcoming these barriers is likely to prove a more important contribution to patient care than endeavoring to establish the relative merits of one triptan over another. We have described in detail a number of strategies for improving recognition and treatment of migraine. Many headache specialists now believe that recurrent episodes of disabling headache, with a stable pattern over years, should be viewed as migraine until proven otherwise. In the end, this may represent the most useful paradigm in the primary care setting, where time is of the essence. Studies to validate this approach are needed. Acute treatment intervention that is based on scientific evidence, clinical experience, and patients' needs and desires will provide better outcomes than those presently obtained. Preliminary evidence favors early intervention with oral triptans, and randomized, prospective, double-blind, placebo-controlled studies, ideally employing a crossover design, are required to confirm this. The US Consortium's evidence-based guidelines, the National Headache Foundation's standards of care, and the Canadian guidelines have applied the standards of scientific inquiry to the field of headache management and "translation" of these guidelines into practical instruments for clinicians through vehicles such as the Primary Care Network's Patient-Centered Strategies for Effective Management of Migraine should raise the general standard of care for patients with migraine. Last, but far from least, initiatives undertaken by the World Health Organization (WHO) will add credibility to the many layfolk and professionals who have struggled to present headache as a disabling disorder worthy of scientific investigation and aggressive medical management. The WHO states: "These common complaints impose a significant health burden ... Despite this, both the public and the majority of healthcare professionals tend to perceive headache as a minor or trivial complaint. As a result, the physical, emotional, social and economic burdens of headache are poorly acknowledged in comparison with those of other, less prevalent, neurologic disorders." Migraine is finally out of the closet.
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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 | 0.028 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.002 | 0.020 |
| Scholarly communication | 0.007 | 0.017 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.007 | 0.015 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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".