A comparative analysis of the perceived continuing medical education needs of a cohort of rural and urban Canadian family physicians.
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
OBJECTIVE: To assess the perceived continuing medical education (CME) needs of a cohort of Canadian family physicians. METHODS: We distributed a questionnaire survey to Canadian family physicians who became Certificant members of the College of Family Physicians in 2001 and practised outside the province of Quebec. Main outcome measures were self-reported CME needs, professional development needs and preferences for CME delivery methods. RESULTS: We distributed 482 surveys and 197 questionnaires were returned for a response rate of 40.9%. Significant differences between rural and urban respondents' self-reported CME needs were found in the clinical areas of dermatology, endocrinology, emergency medicine, musculoskeletal, ophthalmology, otolaryngology, psychiatry and urology. Generally, a greater proportion of rural respondents reported significantly higher CME needs in emergency medicine. Urban respondents reported a significant preference for consulting colleagues as a method of CME, while rural respondents reported a significant preference for videoconferencing. CONCLUSION: Self-reported CME needs and preferences for CME delivery methods differ on the basis of region of practice and size of the community in which family physicians' practise.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it