Relationship between practice location of Ontario family physicians and their rural background or amount of rural medical education experience.
Bibliographic record
Abstract
INTRODUCTION: The present study was designed to determine if there was a difference in rural background and rural medical education experience between practising rural physicians and practising urban physicians in Ontario. METHOD: A cross-sectional survey was mailed to 507 strictly defined rural family physicians and 505 urban family physicians practising in Ontario. The main outcome measures were population of the community while growing up, rural medical education and medical school attended. RESULTS: Responses of 264 rural physicians were compared with 179 urban physician responses. The groups were comparable in years of practice. Rural physicians were significantly more likely to have grown up in a rural community (34.9% v. 14.6%), to have had clinical training in a rural setting during medical school (55.4% v. 35.2%) and to have had clinical training in a rural setting of 8 weeks or more during postgraduate residency training (38.8% v. 20.2%). During residency training, longer duration of rural placements (more than 6 months) was significantly associated with practice in a rural area (15.5% of rural physicians, 1.7% of urban physicians). After controlling for other predictors, each of the following were independent variables: growing up in a community of less than 10 000 people (odds ratio [OR] 3.31), having had some undergraduate rural clinical training (OR 2.46), having had postgraduate rural training of 8 weeks or more (OR 2.17), attending a Canadian medical school outside Ontario (OR 3.80) and being male (OR 2.57). CONCLUSION: Practising rural physicians compared with urban physicians were significantly more likely to have come from a rural background, to have had an undergraduate rural medical education, to have had postgraduate rural training, to have graduated from a Canadian medical school outside Ontario, and to be male. Each of these had an independent effect on practice location.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".