Self‐Reported Barriers to Healthcare Access for Rheumatoid Arthritis Patients in Rural and Northern Saskatchewan: A Mixed Methods Study
Bibliographic record
Abstract
OBJECTIVES: The aim of the present study was to identify potential barriers for access to medical and allied health services from the perspective of rural and Northern Saskatchewan rheumatoid arthritis (RA) patients. METHODS: A total of 100 adults with established RA, residing in rural and Northern Saskatchewan, were recruited from two rheumatology practices. Structured interviews with standardized scripts solicited patient perspectives on appointment waiting times, travel required to access medical services and satisfaction with healthcare provision. Thematic analysis was employed for qualitative data. RESULTS: Patients-reported concerns regarding waiting time for their first rheumatology appointment. There was reduced access to allied health professionals, with only 53% of the participants having seen a physiotherapist (PT), and only 26% an occupational therapist (OT). Patients had similar driving distances to their family physician, PT, pharmacy and laboratory services but commuted significantly further for rheumatologist and OT services. There were high levels of satisfaction with their rheumatologist and family physician appointments (8.96 and 8.04 on a ten-point scale). Patients with longer travel times had higher satisfaction with their health care appointments: Patients who travelled one, two and more than two hours had satisfaction scores of 0.93, 0.88 and 1.32 points higher on a ten-point scale (p < 0.03). CONCLUSIONS: Access to medical services is a concern for this population. Patients were dissatisfied with the waiting time for their first specialist appointment and with decreased access to allied health professionals. Patients travelling longer distances were more satisfied with their health care provider's care, suggesting that good patient-care giver relationships helped to ameliorate the difficulties of travelling to their appointments. Copyright © 2016 John Wiley & Sons, Ltd.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".