Lifelong learning practices and leisure-time exercise habits of academic and community-based 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
<ns4:p>This article was migrated. The article was marked as recommended. Objective: Physicians are required to be lifelong learners for the provision of quality patient care. At the same time, physician wellbeing is a critical component in the delivery of such care. This study was designed to examine: (1) lifelong learning practices and leisure-time exercise habits of academic and community-based physicians; and (2) associations of leisure-time exercise with work engagement, exhaustion, and professional life satisfaction. Methods: Using an online survey, quantitative data were collected from physicians practicing in Canada. The survey contained validated scales of physician lifelong learning, leisure-time exercise, work engagement, work exhaustion, and professional life satisfaction. Descriptive, chi-square, t-test, and correlational analyses were performed. Results: Physicians (n=57) reported moderately high levels of lifelong learning, with no significant difference between academic and community-based physicians. To stay current in their practice, the majority of physicians reported exchanging ideas/asking colleagues and searching databases as questions arise (>90%), followed by engaging in clinical teaching and attending conferences and meetings of professional organizations (>80%). Watching podcasts and webinars was the least preferred lifelong learning activity (<50%). With respect to leisure-time exercise habits, more community-based physicians reported engaging in mild and/or moderate forms of exercising, whereas more academic physicians reported engaging in strenuous exercising in a typical week. Correlational analyses revealed that physicians' leisure-time exercise scores were positively correlated with professional life satisfaction (r = 0.25; p = 0.058) and work engagement (r = 0.29; p = 0.028) and negatively correlated with work exhaustion (r = −0.34; p = 0.01). Conclusions: Irrespective of the practice type, physicians tend to engage in lifelong learning activities that offer in-person interactions with colleagues and trainees. Regular participation in leisure-time exercise appears to enhance physicians' professional wellbeing. As such, these activities and habits should be encouraged, supported, and promoted within institutional culture and health systems in general.</ns4:p>
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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 | 0.001 |
| 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) | 0.000 | 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