Patient perspectives on primary health care in rural communities: effects of geography on access, continuity and efficiency
Why this work is in the frame
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Bibliographic record
Abstract
INTRODUCTION: Examining how to deliver primary health care (PHC) services and increase their accessibility (regardless of geographic location) from the patient's perspective is needed. We conducted seven focus groups with people (n = 50) living in rural communities, in British Columbia, Canada, as they reflected on priorities for and use of PHC. METHODS: In addition to discussing their priorities for PHC services, participants completed a brief questionnaire designed to collect information regarding socio-demographics, health status and utilization of primary healthcare providers. Descriptive statistics were obtained from questionnaire data. Focus group data were coded using an evaluation framework specifically developed for PHC; a thematic content analysis was then conducted on the coded data. RESULTS: In total, 80% of participants had been patients of the same provider for more than one year and had an average of two chronic conditions. Participants described the challenges posed by geographical location in terms of: (1) making tradeoffs; (2) management, information, and relationship continuity of care; and (3) efficiency with health care delivery. Additional out-of-pocket expenses were associated with traveling to regional centers for health services. Those living in rural communities, especially people needing additional health services to manage their health problems, made tradeoffs between their safety of having to travel during times of poor road conditions and having their healthcare needs met. CONCLUSION: Challenges to timely access to a regular healthcare provider, continuity of information and management of people's chronic disease conditions, and linkages to specialist services and diagnostic tests pose challenges for those living in rural communities. The geographic location of rural communities compounds the extent to which these people are able to access timely and continuous PHC.
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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 | 0.001 | 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 | 0.001 | 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 it