MétaCan
Menu
Back to cohort
Record W4415478931 · doi:10.1111/epi.18670

A global perspective on transitioning from pediatric to adult care in epilepsy

2025· article· en· W4415478931 on OpenAlexaff
Danielle M. Andrade, Nathalie Jetté, Ilakkiah Chandran, Puja Patel, Guido Rubboli, J. Helen Cross, Dana Craiu, Chong Tin Tan, Edward Kija, Lai Wah Eva Fung, Tiziana Granata, Hassan Hosny, Marco Mula, Kate Riney, Renée A. Shellhaas, Maria Noor Siddiqui, Quratulain Zulfiqar Ali, Julien Hébert, Paula Marques, Bronte Kerrigan, Caihong Ji, Kette D. Valente, Jaime Carrizosa, Rima Nabbout

Bibliographic record

VenueEpilepsia · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsOntario GenomicsUniversity of CalgaryToronto Western HospitalUniversity of Toronto
Fundersnot available
KeywordsEpilepsyPerspective (graphical)Clinical neurologyAdult careYoung adult

Abstract

fetched live from OpenAlex

OBJECTIVE: Transition planning in epilepsy is crucial to ensure continuity of care, particularly for adolescents with complex needs, yet global practices remain undefined. The International League Against Epilepsy Transition Task Force (ILAE TTF) aimed to evaluate worldwide practices, barriers, and provider perspectives on transitioning patients with epilepsy from pediatric to adult healthcare systems. METHODS: A cross-sectional, web-based survey was conducted between August 2021 and March 2024. The 50-item survey, adapted from validated instruments, was distributed in eight languages through ILAE chapters to health care professionals involved in the care of individuals with epilepsy. This study sought to evaluate the availability of structured transition programs, educational and systemic barriers, and recommendations to improve transition. Descriptive statistics, Fisher's exact tests, and multivariate logistic regression analyses were used to compare responses between adult and child neurologists, as well as by country region and income level. RESULTS: A total of 316 neurologists from 58 countries completed the survey. Only 9% reported structured transition programs both locally and nationally, whereas 59% reported none or were unaware of any. Respondents from the Global South were significantly less likely to report transition programs (odds ratio [OR], 0.16; 95% confidence interval [CI], 0.94-0.27; p < .001). Half of the participants believed pediatric teams should continue follow-up after transfer. Major barriers included a lack of financial support, limited transition-specific training, and adult neurologists unfamiliar with childhood-onset epilepsies. Reported patient-educational gaps included vocational guidance (73%), reproductive health (60%), and driving (57%). Recommendations to improve transition included integrating transition training into neurology curricula (87%), creating dedicated clinical structures and care networks (87%), establishing joint consultations between pediatric and adult neurologists (86%), and implementing national guidelines (89%). SIGNIFICANCE: This study demonstrates that epilepsy transition practices remain fragmented and underdeveloped worldwide, especially in low-resource settings. Enhanced training, improved clinical infrastructure, and better policy coordination are crucial to facilitate effective and equitable transitions.

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)0.004
metaresearch head score (Gemma)0.004
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: Empirical · Consensus signal: none
Teacher disagreement score0.007
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0030.005
Open science0.0000.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0060.000

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.

Opus teacher head0.024
GPT teacher head0.421
Teacher spread0.397 · 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
GenreEmpirical

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

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueEpilepsiaSame topicAdolescent and Pediatric HealthcareFrench-language works237,207