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Record W2962049512 · doi:10.3138/ptc-2018-0059

Physiotherapists’ Perspectives on the Threats Posed to Their Profession in the Areas of Training, Education, and Knowledge Exchange: A Pan-Canadian Perspective from the Physio Moves Canada Project, Part 1

2019· article· en· W2962049512 on OpenAlexaffvenueabout
David M. Walton

Bibliographic record

VenuePhysiotherapy Canada · 2019
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsWestern University
Fundersnot available
KeywordsScope of practiceCredibilityMedicineScope (computer science)PopulationHealth carePromotion (chess)Medical educationNursingPublic relationsPolitical sciencePolitics

Abstract

fetched live from OpenAlex

Purpose: Physiotherapists in Canada have been integrated into several domains of care provision, from primary prevention and health promotion through emergency, acute, rehabilitation, and community-based care. As the scope of physiotherapy practice has expanded over the past 100 years, training, education, and knowledge mobilization have been forced to keep up with sometimes rapid shifts in population and system values. While enjoying some degree of respect and recognition within the sphere of Canadian health care provision, physiotherapists may be facing several threats to their professional scope and sustainability. Method: In the latter half of 2017, the Physio Moves Canada project was set up to explore, capture, and synthesize Canadian physiotherapists’ perspectives on the future of their profession. A total of 116 physiotherapists participated in a series of focus groups and one-on-one interviews, with representation from every province and from Yukon Territory. The semi-qualitative data were transcribed and thematically analyzed, then member checked to identify emergent themes and sub-themes. Results: This article, the first in a series, describes the findings on the first theme of the study – the threats faced by the profession – broken down into physiotherapist education and training (with four sub-themes) and research and knowledge exchange (with three sub-themes). The participants identified clinicians’ inadequate training for the anticipated realities of future practice and a wide clinician–researcher gap that needs to be closed to ensure the future credibility and sustainability of the profession. Conclusions: The clinicians engaged in this project identified several potential threats expected to arise regarding training and knowledge exchange. None seem insurmountable, although all could be sound targets for professional discourse and strategizing.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.041
GPT teacher head0.393
Teacher spread0.352 · 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.

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

Citations16
Published2019
Admission routes3
Has abstractyes

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