Starting rural, staying rural: How can we strengthen the pathway from rural upbringing to rural practice?
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 determine if selecting rural background students into the Monash Bachelor of Medicine and Bachelor of Surgery (MBBS) program affects vocational training location and intended practice location after training. DESIGN: Retrospective cohort mail survey. SETTING: Australia. PARTICIPANTS: Rural-background students at Monash 1992-1994 (n=24/40) and 1995-1999 (n=59/120) and urban background students (n=36/93 and 104/300, respectively). Overall study population: 62% female, average age of 28 years; 79% Australian-born; and 60% married/partnered. INTERVENTIONS: Rural or urban background, rural undergraduate exposure. MAIN OUTCOME MEASURES: Intent towards rural medical practice, vocational training location and subsequent practice location. RESULTS: There was a positive and significant (P ≤0.05) association between rural background and rural practice intent when respondents began (10-times higher than urban graduates) and completed (three times higher) their MBBS course. Rural practice intent increased fourfold in urban background graduates. There was a positive and significant association between rural background and preferred place of practice in 5-10 years in a Rural, Remote and Metropolitan Area (RRMA) 3-7 community (three times higher). There was a positive, but non-significant association between rural background and RRMA 3-7 community as their current location and first place of practice once vocationally qualified. CONCLUSIONS: Interest in rural practice is not fully reflected in location during or after vocational training. The beneficial effects of rural undergraduate exposure might be lost if internship and vocational training programs provide insufficient rural clinical experiences and curriculum content. Continuation of the rural pathway might be needed to maintain rural practice intent.
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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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.007 |
| Insufficient payload (model declined to judge) | 0.001 | 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