Introducing change management education program for family medicine residents: a demonstration project
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
Implication Statement: The project presents an innovative mixed learning approach program to provide basic change management training for family medicine residents. Developed by a team of faculty experts in the Department of Family Medicine at the University of Manitoba, this three-to-four-hour training program provided residents an understanding of an approach to change management that systematically plans, implements, and evaluates new initiatives in healthcare settings. Students reported that change management is important for their success as healthcare professionals. This program could easily be replicated. Énoncé des implications de la recherche: Ce projet consiste en programme novateur fondé sur une approche d'apprentissage mixte visant à offrir une formation de base en gestion du changement aux résidents en médecine familiale. Élaborée par une équipe de professeurs experts du département de médecine familiale de l'Université du Manitoba, cette formation d'une durée de trois à quatre heures a permis aux résidents de se familiariser avec une approche de la gestion du changement qui consiste à planifier, à mettre en œuvre et à évaluer systématiquement de nouvelles initiatives en milieu clinique. Les étudiants estiment que la gestion du changement est un facteur important pour leur réussite en tant que professionnels de la santé. Ce programme peut aisément être reproduit ailleurs.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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