If You Build It They Will Come…and Stay: A Community-Based Family Medicine Program
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
INTRODUCTION: In response to a government request to address physician shortages in underserved communities, the University of Toronto (U of T) established the Family Medicine Residency Program (FMRP) at the Royal Victoria Regional Health Centre (RVH) in Barrie, Ontario, Canada. Prior to establishing the FMRP, approximately 21% of Barrie residents did not have a family physician. This study investigated residents' training experiences, strengths and opportunities for improvement of a community FMRP, reasons why graduates choose to work in Barrie after graduation, and graduates' practice setting and location. METHODS: RVH graduates from 2011-2016 (N=45) were invited to participate. Semistructured one-on-one interviews sought insight into graduates' experience in the program. We collected online survey data to gather demographic information. We determined current practice location using a government-funded data set and the public registry of the provincial licensing body. RESULTS: Analysis of qualitative data provided insights into an overwhelmingly positive educational experience that contributed to graduates choosing to stay and work in Barrie. Participants noted the wide range of hands-on training opportunities as a strength of the program. They perceived that the program added value to the local community by increasing capacity to provide care to an underserved patient population. Tracking data demonstrated that two-thirds of graduates continued to work in the RVH region after graduation. CONCLUSIONS: The successful establishment of a new university-affiliated FMRP in an underserved community provides a strong mechanism to recruit physicians. Training in this setting provided excellent educational experiences to residents, who felt prepared to enter independent practice upon completion of training.
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.
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | low |
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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