Family Physicians’ Experiences of Physical Examination
Why this work is in the frame
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Bibliographic record
Abstract
PURPOSE: The increased availability of reliable diagnostic technologies has stimulated debate about the utility of physical examination in contemporary clinical practice. To reappraise its utility, we explored family physicians' experiences. METHODS: Guided by principles of phenomenology, we conducted in-depth qualitative interviews exploring 16 family physicians' experiences of conducting physical examination: 7 (44%) men and 9 women (56%) whose clinical experience varied widely, from 11 (69%) urban and 5 (31%) rural locations. We recorded the interviews, transcribed them verbatim, and identified initial themes using template analysis. We worked reflexively, critiquing our own and other team members' interpretations, in order to synthesize and write a final interpretation. RESULTS: Participants described 2 facets of physical examination: making diagnoses and estimating prognoses rationally and objectively; and responding subjectively and intuitively to patients' illnesses, which formed relationships between doctor and patient that enacted medical care in the moment. Physical examination allowed physicians to use their own bodies to experience patients' illnesses. Performing physical examination was integral to being a family doctor because it promoted rapport and developed trust. CONCLUSIONS: Physical examination is part of the identity of family physicians. It not only contributes diagnostic information but is a therapeutic intervention in and of itself. Physical examination contributes to relationship-centered care in family practice.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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