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Record W4412486346 · doi:10.1016/j.reia.2025.202651

Online training module to reduce stigma and improve knowledge about autism in pre-service teachers: Cross-cultural comparison of Hong Kong and Canada

2025· article· en· W4412486346 on OpenAlexaffabout
Gary Yu Hin Lam, Jeffrey MacCormack, Deondre Williams, T Antony, Bella Kofner, Kristen Gillespie‐Lynch

Bibliographic record

VenueResearch in Autism · 2025
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsUniversity of Lethbridge
FundersResearch Grants Council, University Grants Committee
KeywordsAutismStigma (botany)PsychologyMedical educationService (business)Training (meteorology)MedicineDevelopmental psychologyBusinessPsychiatryGeographyMarketing

Abstract

fetched live from OpenAlex

Stigma and attitudes toward the inclusion of autistic students have primarily been investigated in Western countries. Little remains known about factors that shape these perspectives about autistic students cross-culturally. Using a cross-cultural sample of pre-service teachers from Hong Kong and Alberta, Canada, we aimed to evaluate if participation in an online autism training is associated with improved autism knowledge, stigma, and attitudes toward inclusion. We also explore cultural factors associated with autism stigma. A total of 55 and 57 pre-service teachers from Canada and Hong Kong, respectively, completed an online training module that included research-based information about autism and neurodiversity. Participants completed measures assessing autism knowledge, stigma, and attitudes toward inclusion before and after the training and answered open-ended questions about their perceptions of autistic people and their families. Results showed that, across countries, participation in training was associated with increased autism knowledge, more positive attitudes toward inclusion, and reduced stigma. In both countries, lower autism stigma was associated with higher autism knowledge, more confidence educating autistic people, heightened appreciation of biodiversity, and lower social dominance orientation. Despite having more prior experience educating autistic people, participants in Hong Kong reported higher autism stigma and exhibited lower autism knowledge than their counterparts in Canada. Compared to Canada, participants in Hong Kong exhibited more misconceptions and stereotypes about autism and described community members as treating autistic people and their families with less respect. Understanding educators’ knowledge and attitudes toward autism cross-culturally can inform training needs and approaches that work for specific cultures. • We investigated preservice teachers’ stigma, attitudes, and knowledge toward autistic students across Hong Kong and Canada. • Participation in an online training was related to improved autism knowledge, attitudes, and stigma cross-culturally. • Preservice teachers from Hong Kong reported more misconceptions, stereotypes, and community stigma towards autism. • Cultural factors and local contexts need to be considered in trainings for educators from different cultures.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.606
Threshold uncertainty score0.756

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.096
GPT teacher head0.455
Teacher spread0.359 · 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 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

Citations2
Published2025
Admission routes2
Has abstractyes

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