MétaCan
Menu
Back to cohort
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 OpenAlex
Kyle Vader, Rachelle Ashcroft, Brenna Bath, Simon Décary, Simon Deslauriers, François Desmeules, Catherine Donnelly, Kadija Perreault, Julie Richardson, Sarah Wojkowski, Jordan Miller

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.059
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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