A tale of two frameworks: charting a path to lifelong learning for physician leaders through CanMEDS and LEADS
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
PURPOSE: The purpose of this paper was to determine the complementarity between the Canadian Medical Education Directions for Specialists (CanMEDS) physician competency and LEADS leadership capability frameworks from three perspectives: epistemological, philosophical and pragmatic. Based on those findings, the authors propose how the frameworks collectively layout pathways of lifelong learning for physician leadership. DESIGN/METHODOLOGY/APPROACH: Using a qualitative approach combining critical discourse analysis with a modified Delphi, the authors examined "How complementary the CanMEDS and LEADS frameworks are in guiding physician leadership development and practice" with the following sub-questions: What are the similarities and differences between CanMEDS and LEADS from: An epistemological and philosophical perspective? The perspective of guiding physician leadership training and practice? How can CanMEDS and LEADS guide physician leadership development from medical school to retirement? FINDINGS: Similarities and differences exist between the two frameworks from philosophical and epistemological perspectives with significant complementarity. Both frameworks are founded on a caring ethos and value physician leadership - CanMEDS (for physicians) and LEADS (physicians as one of many professions) define leadership similarly. The frameworks share beliefs in the function of leadership, embrace a belief in distributed leadership, and although having some philosophical differences, have a shared purpose (preparing for changing health systems). Practically, the frameworks are mutually supportive, addressing leadership action in different contexts and where there is overlap, complement one another in intent and purpose. ORIGINALITY/VALUE: To the best of the authors' knowledge, this is the first paper to map the CanMEDS (physician competency) and LEADS (leadership capabilities) frameworks. By determining the complementarity between the two, synergies can be used to influence physician leadership capacity needed for today and the future.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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