Patients as teachers and arts-based reflection in surgical clerkship: A preliminary exploration
Bibliographic record
Abstract
BACKGROUND: Involving patients in medical education as teachers is not a novel approach, yet it has not been widely adopted by undergraduate surgical curricula in Canada. The Patients as Teachers initiative in surgery (PAT) program, with an arts-based reflection assignment, was developed for surgical clerks with the goals of emphasizing patient-centredness in surgical practice, humanistic aspects of medicine, and to counterbalance the commonplace emphasis on technical competency in surgery. METHODS: = 46) were invited to participate in focus groups at the end of the program. RESULTS: Findings converged around two main themes: what students/patient teachers valued about the PAT program and what they perceived was learned. While patient teachers felt a sense of emotional healing and appreciated a chance to contribute to medical education, students valued having protected time to learn in depth from the patient teachers. Students also begrudgingly came to appreciate the arts-based reflection assignment. CONCLUSION: By bringing patient voice to the forefront and encouraging reflection, the PAT program emphasized to students the compassionate and humanistic side of surgical care. Future studies could examine the mechanisms by which learning occurs and long-term impacts.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 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".