Practice Features Associated With Patient-Reported Accessibility, Continuity, and Coordination of Primary Health Care
Bibliographic record
Abstract
PURPOSE: On the eve of major primary health care reforms, we conducted a multilevel survey of primary health care clinics to identify attributes of clinic organization and physician practice that predict accessibility, continuity, and coordination of care as experienced by patients. METHODS: Primary health care clinics were selected by stratified random sampling in urban, suburban, rural, and remote locations in Quebec, Canada. Up to 4 family or general physicians were selected in each clinic, and 20 patients seeing each physician used the Primary Care Assessment Tool to report on first-contact accessibility (being able to obtain care promptly for sudden illness), relational continuity (having an ongoing relationship with a physician who knew their particulars), and coordination continuity (having coordination between their physician and specialists). Physicians reported on aspects of their practice, and secretaries and directors reported on organizational features of the clinic. We used hierarchical regression modeling on the subsample of regular patients at the clinic. RESULTS: One hundred clinics participated (61% response rate), for a total of 221 physicians and 2,725 regular patients (87% response and completion rate). First-contact accessibility was most problematic. Such accessibility was better in clinics with 10 or fewer physicians, a nurse, telephone access 24 hours a day and 7 days a week, operational agreements to facilitate care with other health care establishments, and evening walk-in services. Operational agreements and evening care also positively affected relational continuity. Physicians who valued continuity and felt attached to the community fostered better relational continuity, whereas an accessibility-oriented style (as indicated by a high proportion of walk-in care and high patient volume) hindered it. Coordination continuity was also associated with more operational agreements and continuous telephone access, and was better when physicians practiced part time in hospitals and performed a larger range of medical procedures in their office. CONCLUSIONS: The way a clinic is organized allows physicians to achieve both accessibility and continuity rather than one or the other. Features that achieve both are offering care in the evenings and access to telephone advice, and having operational agreements with other health care establishments.
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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 | 0.001 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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".