MétaCan
Menu
Back to cohort
Record W4411467495 · doi:10.1007/s10459-025-10448-1

Outcomes of antiracist pedagogy in health professions education: a scoping review

2025· review· en· W4411467495 on OpenAlexaff
Amélie Blanchet Garneau, Patrick Lavoie, Marilou Bélisle, Christine Cassivi, Loloah Chamoun, Tringa Bytyqi

Bibliographic record

VenueAdvances in Health Sciences Education · 2025
Typereview
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsHôpital Charles-Le MoyneMontreal Heart InstituteUniversité du Québec à MontréalUniversité de SherbrookeUniversité de Montréal
Fundersnot available
KeywordsTransformative learningPsychological interventionThematic analysisRacismOppressionMedical educationCritical pedagogyPedagogyIntervention (counseling)SociologyPsychologyMedicineNursingQualitative researchPolitical scienceSocial sciencePoliticsGender studies

Abstract

fetched live from OpenAlex

In health professions education, there is a call to rethink pedagogical practices and institutions that often perpetuate racism, colonialism, and other systems of oppression. Researchers have stressed the importance of integrating critical pedagogies, such as antiracist pedagogy, to help learners understand societal and structural factors behind health inequities and recognize power dynamics in health science and healthcare. Various antiracist pedagogical interventions have been designed, but their outcomes remain unclear. Based on Levac et al.'s framework, a scoping review was conducted to map the literature evaluating the outcomes of antiracist pedagogy in health professions education. A systematic database search was conducted between April and June 2022 for articles describing evaluation methods and outcomes of antiracist pedagogical interventions in health professions education. We included 41 articles in the final selection. The data was organized within the following themes: aim of intervention, type of intervention, evaluation tools, outcomes and indicators for each of Kirkpatrick's levels of training evaluation, theoretical frameworks, and authors' positionalities. The thematic analysis revealed that, in most cases, evaluations targeted participants' attitudes on systemic racism, their racial identity and critical awareness, as well as their satisfaction with the activities. The antiracist pedagogical interventions were rarely evaluated beyond learners' perceptions. Discrepancies were also raised between the principles of antiracist education and the use of antiracist pedagogy to design, implement and evaluate the outcomes of antiracist pedagogical interventions in health professions education. Although only a few interventions had transformative outcomes beyond individuals, we identified promising pedagogical strategies to foster engagement and motivation to transform professional practices.

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)0.031
metaresearch head score (Gemma)0.125
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.031
Threshold uncertainty score0.163

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0310.125
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0070.007
Bibliometrics0.0210.022
Science and technology studies0.0020.002
Scholarly communication0.0060.005
Open science0.0020.003
Research integrity0.0030.002
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 head0.116
GPT teacher head0.615
Teacher spread0.499 · 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 designNot applicable
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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAdvances in Health Sciences EducationSame topicCultural Competency in Health CareFrench-language works237,207