Living in a World of Change: Bridging the Gap From Competency-Based Medical Education Theory to Practice in Canada
Bibliographic record
Abstract
Within graduate medical education, many educators are experiencing a climate of significant change. One transformation, competency-based medical education (CBME), is occurring simultaneously across much of the world, and implementation will require navigating numerous tensions and paradoxes. Successful transformation requires many types of power and is most likely to happen when the medical education community of professionals is engaged in designing, experimenting, acting, and sensemaking together.In this complex climate, the craft of change facilitators and community leaders is needed more than ever. National top-down policies and structures, while important, are not sufficient. The operationalization of new advances is best done when local leaders are afforded room to shape their local context. An evidence-based approach to thinking about the transformative change associated with CBME needs to be adopted. In this age of entrustment, 3 priorities are paramount: (1) engage, entrust, and empower professionals with increasing shared ownership of the innovation; (2) better prepare education professionals in leadership and transformational change techniques in the complex system of medical education; and (3) leverage the wider community of practice to maximize local CBME customization. These recommendations, although based largely on the Canadian experience, are intended to inform CBME transformation in any context.
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How this classification was reachedexpand
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 | 0.003 | 0.045 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".