The CanMEDS framework: Relevant but not quite the whole story
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
Background: Despite acknowledgement that the Canadian Medical Educational Directives for Specialists (CanMEDS) framework covers the relevant competencies of physicians, many educators and medical professionals struggle to translate the CanMEDS roles into comprehensive training programmes for specific specialties. Aim: To gain insight into the applicability of the CanMEDS framework to guide the design of educational programmes for specific specialties by exploring stakeholders' perceptions of specialty specific competencies and examining differences between those competencies and the CanMEDS framework. Methods: This case study is a sequel to a study among ObsGyn specialists. It explores the perspectives of patients, midwives, nurses, general practitioners, and hospital boards on gynaecological competencies and compares these with the CanMEDS framework. Results: Clinical expertise, reflective practice, collaboration, a holistic view, and involvement in practice management were perceived to be important competencies for gynaecological practice. Although all the competencies were covered by the CanMEDS framework, there were some mismatches between stakeholders' perceptions of the importance of some competencies and their position in the framework. Conclusion: The CanMEDS framework appears to offer relevant building blocks for specialty specific postgraduate training, which should be combined with the results of an exploration of specialty specific competencies to arrive at a postgraduate curriculum that is in alignment with professional practice.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.000 | 0.006 |
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