In British Columbia, The Supply Of Primary Care Physicians Grew, But Their Rate Of Clinical Activity Declined
Bibliographic record
Abstract
Reports of a primary care shortage are ubiquitous in Canada and the United States. We used a population-based, retrospective cohort study to examine the extent to which the feminization and aging of the primary care physician workforce and secular trends may contribute to changes in the availability of primary care services. We used billing data for all primary care physicians in British Columbia for the period 2005-12. We used multivariate linear mixed-effects models to study physician remuneration and activity levels. We found limited change in per physician remuneration over the study period. However, numbers of patient contacts and practice sizes (numbers of unique patients) declined by 14 percent and 10 percent, respectively. Although the feminization of the workforce-and, to a lesser extent, its aging-contributed to this decline, the primary driver appears to be a broad trend toward reduced clinical activity over time. To the extent that similar trends are occurring in the United States, the implications of our study for the availability of primary care services beyond Canada are potentially significant.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".