Narratives in family medicine: a global perspective: The Besrour Papers: a series on the state of family medicine in the world.
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
OBJECTIVE: To explore the development of family medicine postgraduate training in countries with varying levels of resources at different stages of development of the discipline. 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 Narrative Working Group was conceived in 2012 at the first Besrour Conference. Their mandate was to use narrative and appreciative inquiry to gather stories of family medicine worldwide. The working group comprised members of various academic departments of family medicine in Canada and abroad who attended the conferences. METHODS: A consultation process with our partners from lower-middle-income countries was undertaken from 2012 to 2014. Stories were sought from each global partner institute with ties to Canadian family medicine departments. An appreciative inquiry approach was chosen to elicit narratives. Thematic analysis was used to search for common threads and important elements of success that could serve to inform other initiatives in other nations and, in turn, offer hope for greater effect. REPORT: Sixteen narrative stories have been collected so far. These stories highlight insightful solutions, foresight, perseverance, and ultimately a steadfast belief that family medicine will improve the health system and the care provided to the citizens of each nation. Seventeen themes were elucidated by 3 independent Canadian readers. At a subsequent workshop, these themes were validated by Besrour Centre members from Canada and elsewhere. The linkage between the thematic analysis and the experiences of various schools helps to illustrate both the robustness and the usefulness of the narratives in exploring generalizable observations and the features supporting success in each institute. CONCLUSION: If we are to understand, and contribute to, the development of family medicine throughout the world (a key objective of the Besrour Centre), we must begin to hear each others' stories and search for ways in which our collective story can advance the discipline.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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