Evidence Regarding Medication Overuse Headache in Children and Adolescents: Protocol for a Systematic Review
Bibliographic record
Abstract
OBJECTIVES: This proposed systematic review will identify the existing evidence on medication-overuse headache in children and adolescents. BACKGROUND: A number of medications have been shown to be effective for acute treatment of migraine in children and adolescents. However, patients may find they need to use their acute medications more frequently when migraine frequency is high. This has led to concern about their potential to develop medication-overuse headache. METHODS: We will search PubMed, Embase, Web of Science, PsycINFO, and Cochrane databases from their inception to present time. We will also search conference proceedings of the last 4 scientific meetings of relevant societies and scan the reference lists of studies identified through the search. Study designs will include case series, cross-sectional, cohort, case-control, and interventional studies. Participants will include children and adolescents under 18 years of age with primary headache disorders. We aim to determine whether frequency of acute medication use is associated with headache frequency in children and adolescents. Outcomes of interest include: (1) headache frequency; (2) change in headache frequency, with time and in relationship to use of acute medications; and (3) headache-related disability. We will also review data addressing treatment/management of medication overuse or medication-overuse headache in children and adolescents. Relevant comparators will be withdrawal vs reduction of acute medication, initiation of preventive therapy vs no initiation with or without withdrawal of acute medication, and initiation of preventive therapy early vs late. Outcomes of interest include (1) days of acute medication use; (2) headache frequency; (3) change in headache frequency; and (4) headache-related disability. After screening for inclusion, 2 team members will independently review and extract relevant data, and any discrepancies will be resolved through discussion and arbitration. We will assess risk of bias using appropriate tools (Cochrane Risk of Bias for randomized controlled trials (RCT) and Newcastle-Ottawa Score for observational studies). Data will be summarized descriptively in text and tables. RESULTS: This systematic review will provide an overview of the available evidence on medication-overuse headache in children and adolescents. CONCLUSIONS: Findings from this review will aid clinicians by clarifying for them the current state of the evidence base, and will inform design of future research on this topic.
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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 | 0.058 | 0.085 |
| Meta-epidemiology (narrow) | 0.006 | 0.005 |
| Meta-epidemiology (broad) | 0.017 | 0.020 |
| Bibliometrics | 0.016 | 0.014 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.008 | 0.010 |
| Open science | 0.005 | 0.007 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.077 | 0.008 |
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".