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Record W4396974272 · doi:10.1111/medu.15425

The need for critical and intersectional approaches to equity efforts in postgraduate medical education: A critical narrative review

2024· review· en· W4396974272 on OpenAlexaffabout
Justin Lam, Michal Coret, Carlos Khalil, Kat Butler, Ryan Giroux, Maria Athina Martimianakis

Bibliographic record

VenueMedical Education · 2024
Typereview
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsSt. Michael's HospitalThe Wilson CentreHospital for Sick ChildrenUniversity of Toronto
FundersArts and Humanities Research Council
KeywordsCritical race theoryIntersectionalityEquity (law)Critical mass (sociodynamics)Critical theorySociologyNarrativeInjusticeReflexivityDiversity (politics)RacismPublic relationsPolitical scienceGender studiesSocial scienceLaw

Abstract

fetched live from OpenAlex

BACKGROUND: Racialised trainees in Canada and the USA continue to disproportionately experience discrimination and harassment in learning environments despite equity, diversity, and inclusion (EDI) reform efforts. Using critical approaches to understand what problems have been conceptualised and operationalised as EDI issues within postgraduate medical education (PGME) is important to inform ongoing learning environment reform in resident training. METHODS: We conducted a critical narrative review of EDI literature from 2009-2022 using critical race theory (CRT) and the concept of intersectionality to analyse how issues of discrimination in PGME have been studied. Our search yielded 2244 articles that were narrowed down to 349 articles for relevance to Canadian and American PGME contexts. We attended to reflexivity and our positionality in analysing the database and identifying themes related to EDI reform. RESULTS: Interest convergence was noted in how EDI reform was rationalised primarily by increased productivity. Problems of learner representation, gender inequities and curricular problems were conceptualised as EDI issues. The role that racism played in EDI-related problems was largely invisible, as were explicit conceptualisations of race and gender as social constructs. Overall, there was a lack of critical or intersectional approaches in the literature reviewed. Misalignment was noted where studies would frame a problem through a critical lens, but then study the problem without attention to power. DISCUSSION: Interest convergence and epistemic injustice can account for the absence of critical approaches due to the alignment of existing EDI work with institutional interests and priorities. Interest convergence conceptually limits existing EDI reform efforts in PGME. CRT and intersectionality connect racialised learner experiences to systemic phenomena like racism and other forms of discrimination to challenge dominant assumptions. Because they attend to power, critical approaches are key to understanding why inequities have persisted to advance equity in learning environments for racialised and intersectionally marginalised learners.

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 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)0.007
metaresearch head score (Gemma)0.071
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.701
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.071
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.179
GPT teacher head0.498
Teacher spread0.319 · 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 teacher head, not a consensus.

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

Citations19
Published2024
Admission routes2
Has abstractyes

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