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Record W2969642588 · doi:10.3138/ptc-2018-0060

Physiotherapy’s Place in a Rapidly Changing World: A Pan-Canadian Perspective of Threats Facing Practice from the Physio Moves Canada Project, Part 2

2019· article· en· W2969642588 on OpenAlexaffvenueabout
David M. Walton

Bibliographic record

VenuePhysiotherapy Canada · 2019
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsWestern University
Fundersnot available
KeywordsPresentation (obstetrics)Perspective (graphical)Focus groupFront lineFace (sociological concept)Qualitative researchPublic relationsMedicineMedical educationSociologyPolitical scienceSocial science

Abstract

fetched live from OpenAlex

Purpose: In the latter half of 2017, a qualitative exploration of innovations, threats, opportunities, educational priorities, and research needs was conducted by directly engaging 117 physiotherapy (PT) clinicians across Canada. The Physio Moves Canada project was set up to explore, capture, and synthesize the perspectives of academics, front-line clinicians, and administrators on the future of the profession. Method: Participants provided their perceptions of and ideas about the threats expected to face PT practice in the next 5–15 years. The data were collected from a series of nominal-group-technique-based focus groups and one-on-one interviews and then analyzed to condense the ideas generated into themes. Results: Eight themes and 28 sub-themes were identified and are described in a series of three articles. This article, the second, describes the findings identified by the participants on the threats with the following themes: the disruptive role of technology, the influence of changing funding models, and the rapidly changing values and characteristics of PT’s consumer base. These themes and their 9 sub-themes suggest that physiotherapists expect a dramatic shift in their practice settings, roles, and patients in the coming years – an outlook for which the profession may not be prepared. Conclusions: The presentation of these perspectives derived from members of the professional community is expected to enable leaders, educators, and regulators to begin to position PT to address the threats to the profession, identify opportunities for professional growth, and ensure the profession remains relevant in a changing society.

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), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.276
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.037
GPT teacher head0.422
Teacher spread0.385 · 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
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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