Integrating equity and social justice for indigenous peoples in undergraduate health professions education in Canada: a framework from a critical review of literature
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.
Bibliographic record
Abstract
Understanding how to create structural change by actively counteracting racialized ways of interacting with Indigenous peoples at an individual and organizational level within health care systems and health professions education is essential for creating a more inclusive, equitable, and healthier society. In health professions education, the primary means of teaching about health inequities has been to frame them as stemming from culturally or ethnically based issues. While attention to culturally specific practices can be valuable to health and healing in some contexts, education that solely focuses on Indigenous cultures risks perpetuating cultural stereotypes and othering, rather than focusing on how Eurocentric systems continue to exert oppressive effects on Indigenous peoples. We present an organizational transformation framework grounded in equitable partnerships from a comprehensive critical review of the literature on the integration of equity and social justice in undergraduate health professions education with a focus on Indigenous health. We did a thematic analysis of the results and discussions presented in the 26 selected articles to identify promising practices and challenges associated with the integration of equity and social justice in undergraduate health professions education. The framework resulting from this analysis is composed of three interrelated components: 1) adopt critical pedagogical approaches that promote Indigenous epistemologies; 2) partner with Indigenous students, educators and communities; 3) engage educators in critical pedagogical approaches and health equity issues. This framework could guide the development of contextually tailored interventions that contribute to decolonizing health professions education.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it