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, northern and small/medium sized communities are experiencing shortages of primary health care physicians. Despite incentives, recruitment and retention programmes, the geographic maldistribution of physicians is increasing. Communities have no or limited primary, obstetrical and emergency care and patients must travel long distances to access care. This Canada‐wide trend is of particular concern in the province of Ontario. Discusses the challenges facing health care planners as they search for causes and solutions. Is there a true physician shortage or only a maldistribution issue? The problems of shortages, utilization, supply and demand are discussed from a monopolistic medical model and a competitive, market model perspective. Different physician payment methods and their effect on utilization/distribution, supply/demand are also examined. Ultimately, the Ontario government must show leadership and provide direction in solving these problems if all Ontarians are to receive accessible, affordable, quality health care.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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