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Record W4387880840 · doi:10.1089/aut.2023.0054

“I Wish This Tool Was Available to Me Sooner”: Piloting a Workplace Autism Disclosure Decision-Aid Tool for Autistic Youth and Young Adults

2023· article· en· W4387880840 on OpenAlexafffund
Vanessa Tomas, Shauna Kingsnorth, Evdokia Anagnostou, Bonnie Kirsh, Sally Lindsay

Bibliographic record

VenueAutism in Adulthood · 2023
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsHolland Bloorview Kids Rehabilitation HospitalToronto Rehabilitation InstituteUniversity of Toronto
FundersCanadian Institutes of Health ResearchUniversity of TorontoSocial Sciences and Humanities Research Council of CanadaBloorview Research Institute
KeywordsAutismUsabilityPsychologyEmpowermentDescriptive statisticsConversationWorkforceApplied psychologyNumeracySystem usability scaleScale (ratio)LiteracyClinical psychologyDevelopmental psychologyComputer sciencePedagogy

Abstract

fetched live from OpenAlex

Background: For autistic youth and young adults, deciding whether to disclose their autism at work may be complex since they are newly entering the workforce and are at an impressionable developmental period. Decision-aid tools can help someone make a choice regarding a topic/situation. We developed a workplace autism disclosure decision-aid tool called DISCLOSURE (Do I Start the Conversation and Let On, Speak Up, and REveal?) to support autistic youth and young adults navigate disclosure decision-making. In this study, we aimed to assess the DISCLOSURE tool's (1) impact on decision-making and self-determination capabilities and (2) usability, feasibility, and acceptability. Methods: This was a single-arm pre–post pilot study. The DISCLOSURE tool comprises three interactive PDF documents and videos. Thirty participants (mean age of 23.5 years) completed online surveys before and after interacting with the DISCLOSURE tool. We used descriptive statistics for usability, feasibility, and acceptability. We calculated the Wilcoxon signed rank and paired t -tests to determine pre–post changes in decision-making and self-determination capabilities (Decisional Conflict Scale–Low Literacy Version [DCS-LL]; adapted Arc's Self-Determination Scale). We analyzed open-ended data using conventional (inductive) content analysis. Results: There were significant decreases in DCS-LL total and subscale scores ( p < 0.0001) and a significant increase in Arc's total score ( p = 0.01), suggesting important improvements. There were no significant increases for Arc's psychological empowerment and self-realization subscales ( p = 0.05; p = 0.09). Median scores (4.0/5.0) indicate that participants agreed that the DISCLOSURE tool is acceptable, feasible, and meets the usability criteria. We developed four categories to describe the open-ended data: (1) disclosure capabilities, (2) the role of others, (3) positive tool impact and feedback, and (4) minimal tool impact and constructive feedback. Discussion: Findings are suggestive of the DISCLOSURE tool's ability to support workplace autism disclosure decision-making. Future studies should ascertain the DISCLOSURE tool's effectiveness, explore others' feedback (e.g., employers), and how to incorporate the tool into relevant employment and vocational programs.

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)0.002
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.280
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.002

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 head0.287
Teacher spread0.259 · 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.

Study designTheoretical or conceptual
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
Published2023
Admission routes2
Has abstractyes

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