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Record W4416587807 · doi:10.1177/13634615251379440

Antiracist mental healthcare training and development of multicultural awareness, knowledge and skills among school mental health providers in Canada

2025· article· en· W4416587807 on OpenAlexafffundabout
Jude Mary Cénat, Seyed Mohammad Mahdi Moshirian Farahi, Rose Darly Dalexis, Cary S. Kogan, Pari‐Gole Noorishad, Monnica T. Williams

Bibliographic record

VenueTranscultural Psychiatry · 2025
Typearticle
Languageen
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsUniversity of Ottawa
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsMental healthMulticulturalismCultural competenceHealth careEthnic groupIndigenousEquity (law)

Abstract

fetched live from OpenAlex

In Canada, mental health disparities persist among racialized populations, including Black, Indigenous and other people of color. A major barrier to equitable care is the lack of adequate training of mental health professionals on racial issues. To address this unmet need, Cénat and colleagues introduced the Providing Antiracist Mental Health Care online training course. This contains five modules addressing: (a) awareness of racial issues, (b) assessment adapted to the needs of racialized individuals, (c) a humanistic approach to medication management, (d) treatment approaches for issues related to racism, and (e) providing tailored antiracist mental healthcare to children, adolescents, and families from racialized communities. This article discusses the implementation of this training among mental health providers in a school board in Ontario, Canada ( n = 27), assessing changes in participants’ multicultural awareness, knowledge, and skills at pre-, post-, and follow-up timepoints. The results show the ability of the Providing Antiracist Mental Health Care training course to effectively enhance multicultural awareness ( F (2, 21) = 10.52, p < .001), knowledge ( F (2, 21) = 11.88, p < .001) and skills ( F (2, 21) = 5.21, p = .014) among mental health providers in ethnically diverse schools. The total score improved significantly ( F (2, 20) = 12.17, p < .001) from pre-test to post-test, and follow-up, and no significant decrement from the post-test to follow-up was observed ( M = 2.81, SD = 0.16; p = .861). This study brings evidence supporting the need for sustained and comprehensive antiracist training initiatives to foster racial equity in mental health and improve outcomes in care for racialized individuals.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.456
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.024
GPT teacher head0.349
Teacher spread0.325 · 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 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 routes3
Has abstractyes

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