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Record W3132712350 · doi:10.3138/ptc-2020-0060

Physiotherapy Practice in Primary Health Care: A Survey of Physiotherapists in Team-Based Primary Care Organizations in Ontario

2021· article· en· W3132712350 on OpenAlexaffvenueabout
Kyle Vader, Rachelle Ashcroft, Brenna Bath, Simon Décary, Simon Deslauriers, François Desmeules, Catherine Donnelly, Kadija Perreault, Julie Richardson, Sarah Wojkowski, Jordan Miller

Bibliographic record

VenuePhysiotherapy Canada · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicHealthcare Systems and Technology
Canadian institutionsCentre for Interdisciplinary Research in RehabilitationUniversité de MontréalUniversité LavalUniversity of SaskatchewanUniversity of TorontoQueen's UniversityMcMaster UniversityKingston Health Sciences Centre
Fundersnot available
KeywordsMedicineContext (archaeology)Psychological interventionNursingHealth careDescriptive statisticsFamily medicinePhysical therapy

Abstract

fetched live from OpenAlex

Purpose: This study describes (1) the current state of physiotherapy practice in team-based primary care organizations in Ontario, (2) the perceived barriers to and facilitators of providing physiotherapy services, and (3) recommendations for improving how these services are provided. Method: This was a cross-sectional, web-based survey. We analyzed the responses using descriptive statistics and summative content analysis. Results: A total of 66 responses were received, and 61 were included in the final analysis. The respondents reported that most of their practice was directed toward musculoskeletal care, followed by multi-system, neurological, and cardiorespiratory conditions, and that most of their direct patient care was focused on in-person, one-to-one assessment or follow-up. Frequently identified barriers to providing physiotherapy services included a lack of space, resources, time, and equipment. The most common facilitators were support from management, recognition and support from other health care providers about the value and role of physiotherapists, and appropriate referrals from other health care providers. The most common recommendation was to increase the physiotherapist-to-patient ratio at primary care sites. Conclusions: Physiotherapists provide care to diverse populations in team-based primary care, which is influenced by specific barriers and facilitators. Our results highlight opportunities for physiotherapists in this context, such as increasing the provision of first-contact care and group-based interventions.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.140
Threshold uncertainty score0.281

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.008
GPT teacher head0.260
Teacher spread0.252 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations11
Published2021
Admission routes3
Has abstractyes

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