Physiotherapy Extended-Role Practitioner for Individuals with Hip and Knee Arthritis: Patient Perspectives of a Rural/Urban Partnership
Bibliographic record
Abstract
PURPOSE: To explore the perspectives of people with hip and knee arthritis regarding a physiotherapy extended-role practitioner (ERP) model of care in a rural setting. METHOD: Using semi-structured interviews, a qualitative descriptive case study was undertaken with 13 participants from a rural family practice located in the province of Ontario, Canada, who had all been assessed by an ERP. Transcribed interviews were analyzed for emergent themes. RESULTS: Three main themes were identified: (1) timely access to care, (2) distance as a factor in seeking care, and (3) perceptions of the ERP model of care. CONCLUSIONS: Participants reported many positive experiences with the physiotherapy ERP rural model. Processes related to minimizing travel required to access care are important for those in rural communities. An ERP model of care offers competent care that includes musculoskeletal diagnosis as well as time for educating patients and addressing questions.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".