To stay or not to stay: the role of sense of belonging in the retention of physicians in rural areas
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
Rural communities across the circumpolar region and worldwide perennially suffer from physician shortages despite decades of attempting targeted strategies for recruitment. Particularly in rural Canada, financial incentives have attracted but not retained a medical workforce. Although the importance of social connection or belonging is a long-established source of well-being, such information has not infiltrated the dialogue or action on physician retention in rural areas. A physician's sense of belonging, arising from that emotional need for social connectedness, is built via bilateral active efforts at community engagement, reciprocity, social integration of family and workplace collegiality. Links between rural upbringing, rural training opportunities and subsequent rural practice likely rest upon fostering this sense of belonging. Policymakers and recruiters might consider how to help physicians adapt, "fit in", and consider they have "come home" when they venture off to rural settings. Empowering the community to be involved in the recruitment and retention of rural physicians may also be effective. Perhaps this approach would better address the age-old battle to retain physicians in rural Canada and around the world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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