The Contribution of Family Medicine and Family Medicine Leaders to Primary Health Care Development in Americas - from Alma-Ata to Astana and beyond
Bibliographic record
Abstract
Since 2012, the Besrour Centre for Global Family Medicine at the College of Family Physician of Canada has brought together its partners from the Americas annually, to reflect on the evolution of Family Medicine on the continent since Alma-Ata, and to look forward to future challenges. Family doctors are but one element of a strong health system. Family Medicine provides key ingredients to respond to population health needs especially as countries move through the epidemiological transition to face larger burdens of chronic disease and multimorbidity. In this paper, we provide a high-level overview of the state of Family Medicine on the continent. We then analyze trends in the education of family physicians to face this changing landscape, including the emphasis on the leader role of future family physicians. Postgraduate programs in Family Medicine in the Americas are placing increasing emphasis on teaching collaborative care in view of creating truly interdisciplinary health teams for the benefit of patients.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".