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Record W6941028418 · doi:10.11575/prism/49052

Experiences of South Asian Canadian mental health professionals: Insights from a Reflexive Thematic Analysis

2025· other· en· W6941028418 on OpenAlexaboutno aff

Bibliographic record

VenueOpen MIND · 2025
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicMycorrhizal Fungi and Plant Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthThematic analysisReflexivityPsychological interventionSouth asiaCultural identityEthnic groupMulticulturalism

Abstract

fetched live from OpenAlex

Despite the growing South Asian population and demand for culturally relevant mental health services in Canada, the perspectives of South Asian mental health professionals remain underrepresented in existing literature. This gap hinders the development of culturally responsive therapeutic practices and impedes the professional development of South Asian Canadian trainees. Thus, this study addressed the research question “What are the experiences of South Asian Canadian mental health professionals working with South Asian clients?” Sub-questions explored their experiences of working with South Asian clients compared to clients from other cultural backgrounds, the impact of cultural identity on therapeutic relationships, the interventions and theories guiding their practice, and their experiences with education and training in the field. Using semi-structured interviews with eight South Asian Canadian mental health professionals, representing ethnic backgrounds from India, Pakistan, and Sri Lanka, this study employed Reflexive Thematic Analysis (RTA). Key co-constructed themes included the dual role of shared cultural identity as both an asset and challenge in navigating therapeutic dynamics, the influence of the therapist’s multicultural and/or religious identity, culturally adapted interventions highlighting collectivism, family, and spirituality, and systemic gaps in education and training. These findings have significant implications for counsellor education, clinical training, and therapeutic practice, highlighting the need for culturally responsive training, supervision, and professional development. These insights can also inform the development of more effective and inclusive mental health interventions, contributing to improved services for South Asian Canadians.

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)0.011
metaresearch head score (Gemma)0.013
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 score0.113
Threshold uncertainty score0.447

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.013
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.007
Science and technology studies0.0310.013
Scholarly communication0.0080.003
Open science0.0030.010
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.030
GPT teacher head0.311
Teacher spread0.281 · 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
Published2025
Admission routes1
Has abstractyes

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