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Record W4221094563 · doi:10.3138/ptc-2020-0119

Strategies to Increase Access to Outpatient Physiotherapy Services: A Scoping Review

2022· review· en· W4221094563 on OpenAlexaffvenueabout
Tory Crawford, Joanne Parsons, Sandra C. Webber, Moni Fricke, Patricia Thille

Bibliographic record

VenuePhysiotherapy Canada · 2022
Typereview
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsPsychological interventionCINAHLMedicineTelerehabilitationMEDLINEPhysical accessUniversal designPhysical therapyHealth careTelemedicineFamily medicineNursingPolitical science

Abstract

fetched live from OpenAlex

Purpose: Multiple Canadian jurisdictions have curtailed public funding for outpatient physiotherapy services, impacting access and potentially creating or worsening inequities in access. We sought to identify evaluated organizational strategies that aimed to improve access to physiotherapy services for community-dwelling persons. Method: We used Arksey and O’Malley’s scoping review methods, including a systematic search of CINAHL, MEDLINE, and Embase for relevant peer-reviewed texts published in English, French, or German, and we performed a qualitative content analysis of included articles. Results: Fifty-one peer-reviewed articles met inclusion criteria. Most studies of interventions or system changes to improve access took place in the United Kingdom (17), the United States (12), Australia (9), and Canada (8). Twenty-nine studies aimed to improve access for patients with musculoskeletal conditions; only five studies examined interventions to improve equitable access for underserved populations. The most common interventions and system changes studied were expanded physiotherapy roles, direct access, rapid access systems, telerehabilitation, and new community settings. Conclusions: Studies evaluating interventions and health system changes to improve access to physiotherapy services have been limited in focus, and most have neglected to address inequities in access. To improve equitable access to physiotherapy services in Canada, physiotherapy providers in local settings can implement and evaluate transferable patient-centred access strategies, particularly telerehabilitation and primary care integration.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.546
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0110.000

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.

Opus teacher head0.112
GPT teacher head0.532
Teacher spread0.420 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreReview

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".

Quick stats

Citations13
Published2022
Admission routes3
Has abstractyes

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