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Record W4413988050 · doi:10.1177/03331024251374686

Transition of headache care from childhood to adulthood: Focusing needs, barriers, and models of care. A position paper of the IHS Child and Adolescent Committee

2025· review· en· W4413988050 on OpenAlexaff
Aynur Özge, Massimiliano Valeriani, Vincenzo Guidetti, Fumihiko Sakai, Derya Uludüz, Pınar Topaloğlu, Ishaq Abu‐Arafeh, Amy A. Gelfand, Licia Grazzi, Shuu‐Jiun Wang, Kenneth J. Mack, Toshiyuki Hikita, Jacques Bruijn, Serena L. Orr, Andrew D. Hershey

Bibliographic record

VenueCephalalgia · 2025
Typereview
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsMedicineVulnerability (computing)Adult carePosition paperTransition (genetics)Early childhoodPsychiatryNursingYoung adultDevelopmental psychologyPsychologyGerontology

Abstract

fetched live from OpenAlex

Headache disorders are among the most common neurological conditions in children and adolescents, often continuing into adulthood and causing substantial personal and societal burdens. Yet, the transition from childhood to adult headache care remains under-addressed, with critical clinical practice, policy, and research gaps. This narrative review synthesizes existing evidence and expert perspectives to highlight the urgent need for structured, developmentally appropriate transition models in headache care. It explores the evolving clinical features of headache in adolescence, increased vulnerability to different comorbidities, and changing health system expectations. We present a needs assessment reflecting the educational, emotional, and practical demands of patients and families. We identify provider- and system-level barriers, such as insufficient training, limited structured protocols, and inequitable access to specialized care, as significant obstacles to effective continuity. Drawing from established transition of care frameworks in other neurological conditions (e.g., epilepsy), we propose a dual-pathway model for headache care. We suggest key recommendations for clinicians and policymakers to promote anticipatory, patient-centered, and equitable developmental care strategies. International collaboration is essential to establish standardized guidelines and research priorities supporting optimal long-term outcomes and sustained quality of life for young people with headache disorders.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.022
Threshold uncertainty score0.055

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.015
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0030.002
Science and technology studies0.0010.001
Scholarly communication0.0030.004
Open science0.0010.003
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.024
GPT teacher head0.344
Teacher spread0.320 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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".

Quick stats

Citations5
Published2025
Admission routes1
Has abstractyes

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