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Record W4252592816 · doi:10.31234/osf.io/6qc9e

Program Evaluation of a Community Organization Offering Supported Employment Services for Adults with Autism

2020· preprint· en· W4252592816 on OpenAlexafffundabout
Valérie Martin, Marc J. Lanovaz

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsUniversité de MontréalUniversité du Québec à Montréal
FundersUniversité de Montréal
KeywordsMental healthAnxietyAgency (philosophy)PsychologySupported employmentPopulationClinical psychologyPsychiatryMedicineWork (physics)Environmental health

Abstract

fetched live from OpenAlex

Background: Individuals with autism spectrum disorder (ASD) have an employment rate well below the general population. One potential solution to address this issue is the implementation of supported employment services. The purpose of our study was to evaluate a Canadian community supported employment program designed for individuals with ASD without an intellectual disability. Method: Thirty-seven individuals with ASD, who were receiving services from a local community agency (Action main-d’oeuvre) providing supported employment services, participated in the study. The research team monitored the characteristics of the participants, the number of hours of services provided, and outcome measures related to employment. We then conducted descriptive analyses, t-tests, and Wilcoxon signed rank tests to compare anxiety about work and self-efficacy before services and after outcomes of the program. Results: Despite high levels of comorbid mental health issues, our results indicated that 62.1% of individuals obtained paid employment within 12 months. Furthermore, participants with post-secondary education found jobs related to their degree or requiring specialized skills. Participants felt less anxious and more self-efficacious towards employment. Maintaining employment was a greater challenge and continuing support may be required. Conclusions: The study suggests that the employment services may have supported the participants in finding a job. However, collaboration is essential to address mental health issues in job seekers with ASD, which appeared to hinder job search and maintenance.

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)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.352
Threshold uncertainty score0.700

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0040.001
Scholarly communication0.0010.001
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.109
GPT teacher head0.373
Teacher spread0.265 · 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 designObservational
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
Published2020
Admission routes3
Has abstractyes

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