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Record W4416578059 · doi:10.1037/cou0000836

Applications of cultural safety in psychotherapy: A scoping review.

2025· article· en· W4416578059 on OpenAlexafffundabout
Sophie-Anne Giguère, Marianne Couillard Larocque, Amilie Paradis, C. Gilbert, Nolwenn Gonzalez, Yvan Leanza

Bibliographic record

VenueJournal of Counseling Psychology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversité Laval
FundersInstitut universitaire de cardiologie et de pneumologie de Québec, Université Laval
KeywordsTransformative learningIndigenousParticipatory action researchCultural safetyInclusion (mineral)Citizen journalismCultural diversityCommunity-based participatory research

Abstract

fetched live from OpenAlex

Access to culturally appropriate care for Indigenous and other marginalized populations is hindered by several barriers, including the repercussions of colonialism (e.g., discrimination) and differences in cultural norms. Cultural safety (CS) is a participatory and transformative framework rooted in decolonization, aimed at improving access to culturally safe care. Although increasingly recognized across various fields, studies on CS in psychotherapy remain scarce. This study aimed to provide an overview of CS applications in psychotherapy by means of a scoping review. The research was conducted across multiple databases and gray literature. Data from the selected publications were analyzed descriptively and thematically. The scientific literature on CS in psychotherapy is limited, with only 10 studies meeting the inclusion criteria. These studies, conducted in Australia and Canada between 2009 and 2023, primarily involved Indigenous populations. Central features of CS include user-based care, therapist self-reflection, and community collaboration, offering a transformative framework for addressing systemic inequities and fostering culturally responsive care. Significant challenges in its application include reconciling conflicting Indigenous and Western paradigms, addressing ethical concerns in research methodologies, clarifying the definition of CS, and overcoming limited empirical data. This study synthesized current knowledge of CS in psychotherapy, providing insights to guide the adaptation of care for minoritized and marginalized groups. Addressing these challenges through further research is crucial to expand the application of CS in psychotherapy. (PsycInfo Database Record (c) 2026 APA, all rights reserved).

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)0.023
metaresearch head score (Gemma)0.071
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.025
Threshold uncertainty score0.124

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.071
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0250.029
Science and technology studies0.0020.002
Scholarly communication0.0060.005
Open science0.0020.004
Research integrity0.0040.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.021
GPT teacher head0.443
Teacher spread0.422 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations1
Published2025
Admission routes3
Has abstractyes

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