MétaCan
Menu
Back to cohort
Record W3178260236 · doi:10.1080/10401334.2021.1945929

Contending with Our Racial Past in Medical Education: A Foucauldian Perspective

2021· article· en· W3178260236 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueTeaching and Learning in Medicine · 2021
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSociologyRacismStatus quoSubjectivityCritical race theoryPower (physics)Institutional racismRacial profilingInclusion (mineral)Diversity (politics)Public relationsGender studiesPolitical scienceLawEpistemologyRace (biology)

Abstract

fetched live from OpenAlex

Issue Practices of systemic and structural racism that advantage some groups over others are embedded in American society. Institutions of higher learning are increasingly being pressured to develop strategies that effectively address these inequities. This article examines medical education’s diversity reforms and inclusion practices, arguing that many reify preexisting social hierarchies that privilege white individuals over those who are minoritized because of their race/ethnicity. Evidence: Drawing on the work of French theorist Michel Foucault, we argue that medical education’s curricular and institutional practices reinforce asymmetrical power differences and authority in ways that disadvantage minoritized individuals. Practices, such as medical education’s reliance on biomedical approaches, cultural competency, and standardized testing reinforce a racist system in ways congruent with the Foucauldian concept of “normalization.” Through medical education’s creation of subjects and its ability to normalize dominant forms of knowledge, trainees are shaped and socialized into ways of thinking, being, and acting that continue to support racial violence against minoritized groups. The systems, structures, and practices of medical education need to change to combat the pervasive forces that continue to shape racist institutional patterns. Individual medical educators will also need to employ critical approaches to their work and develop strategies that counteract institutional systems of racial violence. Implications: A Foucauldian approach that exposes the structural racism inherent in medical education enables both thoughtful criticism of status-quo diversity practices and practical, theory-driven solutions to address racial inequities. Using Foucault’s work to interrogate questions of power, knowledge, and subjectivity can expand the horizon of racial justice reforms in medicine by attending to the specific, pervasive ways racial violence is performed, both intra- and extra-institutionally. Such an intervention promises to take seriously the importance of anti-racist methodology in medicine.

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.

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)0.003
metaresearch head score (Gemma)0.017
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.407
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.003
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 head0.016
GPT teacher head0.376
Teacher spread0.360 · 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