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Record W4412356152 · doi:10.1177/23733799251349218

Implementing Cultural Safety and Anti-Racism Training in Master of Public Health Curricula: A Multi-Institutional Case Study and Practical Self-Assessment Tool

2025· article· en· W4412356152 on OpenAlexafffundabout
Alex Kent, Malcolm Steinberg

Bibliographic record

VenuePedagogy in Health Promotion · 2025
Typearticle
Languageen
FieldHealth Professions
TopicPublic Health Policies and Education
Canadian institutionsSimon Fraser UniversityOkanagan University CollegeUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
FundersCanadian Institutes of Health Research
KeywordsCurriculumRacismTraining (meteorology)Medical educationPublic healthCultural competenceCultural safetySociologyEngineering ethicsPsychologyPublic relationsMedicinePedagogyPolitical scienceNursingEngineeringHealth careGender studiesLaw

Abstract

fetched live from OpenAlex

Racism and colonialism operate as social determinants of health, contributing to inequities among Indigenous Peoples. To counteract these inequities, national and global calls to action have emphasized the need for cultural safety and anti-racism within healthcare. Higher education plays a crucial role in preparing an equipped workforce and shaping professional culture, making it essential to embed cultural safety and anti-racism training into the learning pathways of future health professionals. This study examined the determinants shaping the uptake and implementation of cultural safety and anti-racism training in Master of Public Health (MPH) programs across three universities within one Canadian province. Data were collected through key informant interviews, focus groups, and document analysis. The Consolidated Framework for Implementation Research (CFIR) guided comprehensive analysis of the barriers and facilitators influencing how these training interventions are being put into practice. Findings highlighted similarities and variations in cultural safety and anti-racism training approaches across MPH curricula, highlighting the evolving nature of this training. The study underscores the need for multi-level action that addresses individual, institutional, and systemic challenges, while leveraging existing strengths. The significance of this research lies in its potential to inform curriculum reform, pedagogical practice, policy development, and professional culture in public health and related disciplines. To support academic units, a self-assessment tool developed from the findings offers a structured framework to reflect on and enhance efforts in implementing cultural safety and anti-racism training.

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)0.020
metaresearch head score (Gemma)0.017
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 score0.052
Threshold uncertainty score0.125

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0110.004
Scholarly communication0.0030.002
Open science0.0040.006
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.272
GPT teacher head0.593
Teacher spread0.321 · 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 routes3
Has abstractyes

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