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Record W4385202305 · doi:10.1108/aia-11-2022-0055

Examining the transition to adulthood in autism spectrum disorder: examining the perspectives of autistic individuals, caregivers and service providers

2023· article· en· W4385202305 on OpenAlexaff
David Nicholas, Theresa Jubenville-Wood, Rosslynn Zulla, Katelyn Lowe, Lonnie Zwaigenbaum

Bibliographic record

VenueAdvances in Autism · 2023
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsStollery Children's HospitalUniversity of AlbertaUniversity of Calgary
Fundersnot available
KeywordsAutismPsychologyStakeholderOriginalityService providerMental healthIndependent livingAutism spectrum disorderService (business)Developmental psychologyPublic relationsPsychiatryMedicineBusinessGerontologySocial psychologyMarketingPolitical science

Abstract

fetched live from OpenAlex

Purpose The purpose of this study is to examine how the search for transitional services has been characterized as a challenging experience for autistic youth and their families. Transitional services are reported to be inconsistent and do not address the range of needs that autistic individuals have. Design/methodology/approach In this study, qualitative interviews were conducted with autistic individuals (n = 31), their parents/caregivers (n = 23) and transition-based service providers (n = 10). Findings Findings invite capacity building across sectors, including working with both the autistic individual and their caregiver, and ensuring targeted services commensurate with individual needs related to autism and ancillary challenges. Implications and recommendations for service and system advancement are offered. Practical implications Current services were reportedly insufficient in meeting the needs of autistic individuals as they transitioned into adulthood. Service areas needing to be bolstered include daily life, community engagement and employment. Capacity building and enhanced training are required. Information and communication strategies require advancement. Social implications A more responsive system is required, which involves support from many societal sectors (e.g. health, mental health, advanced education, social services, industry, housing and justice) over the lifespan. Policy adjustments and organizational mandates need to be reviewed to better consider the needs of transitioning autistic youth and allocate resources accordingly. Partnerships across stakeholder groups are needed. Originality/value This study provides details on a known but not well understood issue of transition to adulthood for autistic adults. This study is unique in providing first-hand data from transitioning autistic adults, with corroborating data from families and service providers.

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)0.005
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.040
Threshold uncertainty score0.080

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.005
Scholarly communication0.0030.003
Open science0.0010.007
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.037
GPT teacher head0.357
Teacher spread0.319 · 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 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
Published2023
Admission routes1
Has abstractyes

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