Family Physician Preceptors’ Conceptualizations of Health Advocacy
Bibliographic record
Abstract
PURPOSE: Despite its official acceptance as an important physician responsibility, health advocacy remains difficult to define, teach, role model, and assess. The aim of the current study was to explore physicians' conceptions of health advocacy based on their experience with health-advocacy-related activities. METHOD: In 2012, the authors conducted 11 semistructured interviews with family physician clinical preceptors and analyzed the interviews in the tradition of phenomenography. RESULTS: The authors identified three distinct but related ways of understanding health advocacy: (1) Clinical: Health advocacy as support of individual patients in addressing health care needs related to the immediate clinical problem within the health care system, (2) Paraclinical: Health advocacy as support of individual patients in addressing needs that the physician preceptors viewed as peripheral yet parallel to both the health care system and the immediate clinical problem, and (3) Supraclinical: Health advocacy as population-based activities aimed at practice- and system-level changes that address the social determinants of health. CONCLUSIONS: The qualitatively different understandings of health advocacy shed light on why current approaches to defining, teaching, role modeling, and assessing health advocacy competencies in medical education appear idiosyncratic. The authors suggest the development of an inclusive and extensive conceptual framework that may allow the medical education community to imagine novel ways of understanding and engaging in health advocacy.
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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 | 0.003 | 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 | 0.000 | 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".