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Record W4206939447 · doi:10.3138/ptc-2020-0122

A Pan-Canadian Perspective on Education and Training Priorities for Physiotherapists. Part 2: Professional Interactions and Context of Practice

2022· article· en· W4206939447 on OpenAlexafffundvenueabout
Michelle J. Kleiner, David M. Walton

Bibliographic record

VenuePhysiotherapy Canada · 2022
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsWestern University
FundersOntario Physiotherapy Association
KeywordsThematic analysisFocus groupCurriculumReflexivityProfessional developmentContext (archaeology)MedicineInterpersonal communicationHealth careNursingMedical educationPerspective (graphical)PsychologyQualitative researchPedagogyPolitical scienceSociology

Abstract

fetched live from OpenAlex

Purpose: Canadian physiotherapists who participated in the Physio Moves Canada (PMC) project of 2017 identified the state of training programmes as a threat facing professional growth of the discipline. One purpose of the project was to identify priority areas for physiotherapist training programmes as identified by academics and clinicians across Canada. Method: The PMC project included a series of interviews and focus groups conducted across clinical sites in every Canadian province and in Yukon Territory. Data were interpreted using descriptive thematic analysis; identified sub-themes were returned to participants for reflection. Results: Overall, 116 physiotherapists and 1 physiotherapy assistant participated in 10 focus groups and 26 semi-structured interviews. Results are presented using the curriculum guidelines of the time for organization. Here we describe two themes: Physiotherapy Professional Interactions, further defined by interpersonal and interprofessional competencies, and Context of Practice further defined by advocacy, leadership, community awareness, and business competencies. Conclusions: Participants appear to express a desire for programmes to train reflexive and adaptable primary health care practitioners with strong foundational knowledge and clinical expertise, complemented by interpersonal and interprofessional skills to empower physiotherapists to effectively care and advocate for patients, to lead health care teams, and to share ideas to inspire change towards a future of physiotherapy practice.

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)0.005
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.809
Threshold uncertainty score0.939

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0280.014
Scholarly communication0.0120.004
Open science0.0030.005
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0070.000

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 head0.060
GPT teacher head0.478
Teacher spread0.419 · 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 designQualitative
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

Citations3
Published2022
Admission routes4
Has abstractyes

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