MétaCan
Menu
Back to cohort
Record W4414101918 · doi:10.1080/20473869.2025.2555953

Transitioning into adulthood with mild intellectual disability and mental health problems: experiences of young people and parents

2025· article· en· W4414101918 on OpenAlexaff
Sophie Leijdesdorff, Marieke Zwaanswijk, Claudia Vingerhoets

Bibliographic record

VenueInternational Journal of Developmental Disabilities · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsChild, Adolescent and Family Mental Health
Fundersnot available
KeywordsThematic analysisIntellectual disabilityMental healthTransition (genetics)Young adultQualitative researchMental health care

Abstract

fetched live from OpenAlex

Objectives Transitioning into adulthood (including adult healthcare) is challenging for adolescents with mild intellectual disability (MID) and mental health problems. This qualitative study investigates the transition experiences of these youths and their parents’, in order to optimize support.Methods Nine youths (aged 16–28) and four parents were interviewed. Questions concerned expectations of, or experiences with, the transition and associated problems or positive aspects. Inductive thematic analysis was used.Results Youths and parents described many changes across various life domains, which caused high levels of stress. Timely preparations, information, and practical support facilitated a successful transition. Participants emphasized the need for continuity of care and autonomy.Conclusions Preparations for the transition are recommended to be initiated at the age of 16. These should include: providing practical information, discussing changes in responsibilities, and engagement of the support network. Youths with MID and mental health problems prefer to be involved in decision making after being properly informed by professionals.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.414
Threshold uncertainty score0.451

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.028
GPT teacher head0.365
Teacher spread0.338 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Developmental DisabilitiesSame topicAdolescent and Pediatric HealthcareFrench-language works237,207