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Record W4414678191 · doi:10.1111/tct.70219

Indigenous Elders and Academic Leaders' Perspectives on Training Residents to Work With Indigenous Populations: A Constructivist Grounded Theory Study

2025· article· en· W4414678191 on OpenAlexafffundabout
Marghalara Rashid, Wayne Clark, Jessica L. Foulds, Julie Nguyen, Ming‐Ka Chan, Pamela Roach, Mélanie Morris, Molly Whalen‐Browne, Sarah Forgie

Bibliographic record

VenueThe Clinical Teacher · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of ManitobaChildren's Hospital Research Institute of ManitobaManitoba HealthUniversity of CalgaryUniversity of Alberta
FundersRoyal College of Physicians and Surgeons of Canada
KeywordsIndigenousConstructivist grounded theoryWork (physics)Grounded theoryTraining (meteorology)Traditional knowledge

Abstract

fetched live from OpenAlex

INTRODUCTION: Indigenous populations continue to experience healthcare inequities due in large part to the ongoing impacts of colonization. A literature review revealed that postgraduate educational interventions can help reduce inequities, including cultural safety training and formal Indigenous training curricula for residents. However, it was noted that these interventions are not part of many training programmes, and the voices of Indigenous communities were often absent in the creation of cultural safety curricula. This study aimed to explore ways to improve postgraduate training and better prepare residents to care for Indigenous patients from the perspectives of Indigenous elders and academic leaders. METHODS: A constructivist grounded theory approach was employed to organize and interpret the data. Interviews employed conversational methods, including open-ended, semistructured interview questions, to facilitate conversation with the study participants. Theoretical sampling was used to recruit Indigenous elders (n = 4) and academic leaders (n = 16) across two provinces in Canada. Data were transcribed and subsequently entered as verbatim transcripts to facilitate data analysis. RESULTS: The analysis revealed the following themes with numerous subthemes: (1) Helping faculty on their journey of truth, reconciliation and unlearning; (2) leading by example and with humility; (3) compensation for Indigenous curriculum-related activities acknowledges the value of Indigenous colleagues; and (4) clinical practice is enriched by the integration of Indigenous approaches. DISCUSSION: Residency programmes should ensure that the necessary supports are available for faculty and academic leaders who aim to develop and implement Indigenous curricula. Providing resources to academic leaders is vital for the successful implementation of Indigenous curricula.

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)0.006
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.189
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0060.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.146
GPT teacher head0.458
Teacher spread0.312 · 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 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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