Approaching a global definition of family medicine: The Besrour Papers: a series on the state of family medicine in the world.
Bibliographic record
Abstract
OBJECTIVE: . COMPOSITION OF THE COMMITTEE: Since 2012, the College of Family Physicians of Canada has hosted the Besrour Conferences to reflect on its role in advancing the discipline of family medicine globally. The Besrour Papers Working Group, which was struck at the 2013 conference, was tasked with developing a series of papers to highlight the key issues, lessons learned, and outcomes emerging from the various activities of the Besrour collaboration. The working group comprised members of various academic departments of family medicine in Canada and abroad who attended the conferences. METHODS: yields a variety of defining features. Visiting family medicine training programs worldwide highlights this discrepancy. REPORT: -one of its key attributes is its adaptability to a local context, but this makes aggregation of data challenging. There is a lack of clarity regarding whether family medicine is the same discipline globally and what the core features are that define it. Unifying components of the definition have always included comprehensive care at all life stages and the management of the common illnesses of a particular community. The emerging global emphasis on competency and social accountability demonstrates commitment to the principle that family doctors provide health care for all in the context of the community. Although the competencies are not universal, the fact that family physicians fill in primary care "gaps" and tailor learning strategies to community priorities is a unifying distinction. We argue for a focus on the core competencies that bind us as a discipline. CONCLUSION: Family medicine can be practised in various forms. The unifying elements are the socially accountable responsiveness to local need, the adaptation of existing health infrastructure, and the ongoing development of the skills required to succeed in that role-always grounded in relationships of care. In this way, family medicine will continue to evolve to suit the health needs of communities and health systems.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.035 | 0.031 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.012 | 0.011 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.007 | 0.011 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".