EPAs for the Ambulatory Internist in Translation: Findings from a Canadian Multi-Center Survey
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 Increased demand for outpatient care has made defining the role of ambulatory general internists an educational priority. Canadian residency programs are transitioning towards competency-based education, where learning goals are articulated as entrustable professional activities (EPAs). Engaging frontline internists in the validation of context-specific EPAs is important for implementation. Objective This study describes a consensus approach for developing EPAs for ambulatory general internal medicine (GIM) training and results of a Canada-wide survey seeking feedback from academic internists. Methods In 2016, we reviewed Royal College of Physicians and Surgeons of Canada GIM accreditation documents, and systematic literature search results for internal medicine ambulatory training objectives, to draft EPAs. EPAs were revised via expert consensus at the University of Toronto. A survey was distributed to Canadian academic internists to determine level of agreement on proposed EPAs. Consensus was defined as greater than 80% inter-rater agreement. Open-ended questions explored reasons for disagreements, which were reviewed independently by authors and iteratively organized into categories. Results Eight EPAs were generated. The survey response rate was 24.9% (63/253). Consensus was achieved on all EPAs except obstetrical medicine (49/63, 77.8%). Reasons for disagreements reflected a variable understanding of EPA concepts by respondents. Where understood well, disagreements fell into 3 main categories: (1) further training required, (2) not within internal medicine scope, and (3) implementation barriers. Conclusions Frontline academic physicians are pivotal in validating proposed EPAs. Disagreements were either content or concept related and recognizing these diverse perspectives can help clinician-educators predict and prepare for challenges with EPA implementation.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| 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) | 0.001 | 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 it