Effects of continuing professional development on clinical performance: results of a study involving family practitioners in Quebec.
Bibliographic record
Abstract
OBJECTIVE: To evaluate the link between the quantity and quality of continuing professional development (CPD) activities completed by family physicians in Quebec and the quality of their practice. DESIGN: Retrospective analysis of data collected during professional inspection visits (PIVs). SETTING: Quebec. PARTICIPANTS: Three groups were created from among Quebec family physicians who had been subject to PIVs (peer evaluation) by the Collège des médecins du Québec between 1998 and 2005. Group 1 was composed of physicians who were members of the College of Family Physicians of Canada, which requires participation in 250 hours of CPD in every 5-year cycle. Group 2 was composed of family physicians who were not members of the College of Family Physicians of Canada but who had declared at least 50 hours a year of CPD on their Collège des médecins du Québec annual notice of assessment for the same period. Group 3 was composed of family physicians who had declared fewer than 10 hours of CPD a year. MAIN OUTCOME MEASURES: During the PIV, the following characteristics were examined: record keeping, quality and number of hours of CPD activities, and quality of professional practice based on 3 components- clinical investigation, accuracy of diagnosis, and appropriateness of treatment plan and follow-up. RESULTS: The factors associated with a high quality of practice were privileges in a hospital or local community health centre (institution) and a substantial number of accredited CPD hours (Mainpro-M1, Credit I, or Mainpro-C). The factors associated with a poor quality of practice were advanced age of the physician, absence of privileges in an institution (hospital or local community health centre), and participation in CPD activities that were more informal, such as reading and non-accredited activities (Mainpro-M2). CONCLUSION: This study supports earlier research showing that CPD activities of sufficient quality and quantity are correlated with a high quality of professional practice by family physicians.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.000 | 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 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".