MétaCan
Menu
← Back to cohort
Record W6997017551

Teaching Indigenous health within an anti-racist, anti-colonial pedagogical framework: using Indigenous resurgence to explore the experiences of medical school instructors

2022· dissertation· en· W6997017551 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2022
Typedissertation
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousRacismTraditional knowledgeSituatedHealth careQualitative researchIdeologyGrounded theoryAgency (philosophy)
DOInot available

Abstract

fetched live from OpenAlex

Anti-Indigenous racism in Canada creates numerous barriers that restrict access to safe, effective, and timely health care for Indigenous people. In the wake of the Truth and Reconciliation Commission of Canada (TRC) and growing reports of anti-Indigenous racism in the health care system, medical schools have been tasked with changing how they prepare students to work with Indigenous communities. Using a critical approach to teaching that seeks to transform systems of colonial-based oppression is relatively new in Canadian medical education, and how medical educators navigate this terrain remains largely unexamined. The central purpose of this qualitative study was to explore and uncover the relational aspects of teaching Indigenous health issues using an anti-racist and anti-colonial approach. Using an emerging framework informed by Indigenous resurgence, the stories of the medical educators were considered in relation to the evolving social discourse concerning Indigenous-settler relations in Canada. Knowledge was gathered using a combination of Kovach’s (2010) conversational method, which is grounded in an Indigenous worldview that aligns with my nêhiyawak identity, and a mobile research approach called guided walks. The gathered knowledge was translated into condensed stories which were further analyzed to identify a set of meta-stories that recovered key lessons and knowledge shared by the educators. In sharing their stories, medical educators situated themselves and their work within the relational dynamics of settler colonial society. While their work was at times met with resistance, the educators found ways to address the challenges that included self-reflective learning and peer mentoring. The entrenched Western ideologies in medicine continue to act as a formidable barrier to transforming medical learners’ perspectives about the lived realities of Indigenous peoples’ ongoing colonial oppression. However, the stories in this study as viewed through the lens of Indigenous resurgence reveal that facilitating discussions that provoke critical dialogue on issues of colonialism can create movement forward in a way that is safe, respectful, and potentially transformative for all concerned. The lessons identified could inform the work currently underway to meet the TRC’s call to implement a mandatory anti-racist Indigenous health course in all Canadian medical schools.

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)0.007
metaresearch head score (Gemma)0.008
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 score0.643
Threshold uncertainty score0.719

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0350.034
Scholarly communication0.0090.004
Open science0.0030.010
Research integrity0.0030.006
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 head0.074
GPT teacher head0.369
Teacher spread0.295 · 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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueMspace (University of Manitoba)→Same topicIndigenous Health, Education, and Rights→French-language works237,207→