Ontario family physicians’ perspectives about their scope of practice: what is it, what drives it and how does it change?
Bibliographic record
Abstract
BACKGROUND: There is little evidence to show what scope of practice (SOP) means from the point of view of family physicians, how family physicians think about their SOP as it changes over time, or what factors shape and influence their SOP. Understanding family physician perspectives on SOP and the factors that influence it can aid our understanding of how it can constrain and enable physicians' agency and autonomy in professional practice. METHODS: Using qualitative description and incorporating constructivist grounded theory data collection and analysis techniques, four focus groups were conducted involving twenty-four Ontario-based family physicians from different contexts, at different career stages, and with different practice experiences. RESULTS: Participants' SOP was highly dynamic, changing throughout their careers due to factors both within and beyond their control. Their sense of their own SOP was the product of a continuous cycle of personal and professional transitions, exposures, and experiences throughout their careers. These family physicians sought regular and sustained mentorship, support, and engagement for their SOP throughout their careers. This was particularly the case during professional transitions and for drivers of their SOP for which they felt unprepared early in their careers, such as through the first years of independent practice, and when functioning as owner-operators of medical practices. Four descriptive themes were identified focusing on the nature of their current practice, their professional preparedness and supports, practice management dynamics, and 'doctors are people, too'. CONCLUSIONS: The SOP of the family physicians in this study was dynamic and unique to each individual, it emerged from interactions between their personal and professional lives and identities, and it was embedded in their lived experiences. SOP was also to some extent imposed and externally driven. This study advances understanding by exploring the 'why' and 'how' of SOP rather than focusing solely on what it is.
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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 | 0.006 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.009 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".