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Record W6925068629 · doi:10.17605/osf.io/r76wm

Entry-To-Practice Competency Expectations for Health Justice in Canadian Physiotherapy Curricula: A Scoping Review

2022· other· en· W6925068629 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueOpen Science Framework · 2022
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsAccreditationEconomic JusticeCurriculumContext (archaeology)Inclusion (mineral)Health equityHealth professionalsHealth education

Abstract

fetched live from OpenAlex

In Canada, physiotherapists are expected to possess and demonstrate a number of essential competencies upon entry-to-practice. Despite the inclusion of concepts related to health justice, inclusivity, and cultural awareness into the Physiotherapy Accreditation Standards for Canadian physiotherapy programs, health justice is an emerging topic among Canadian physiotherapy programs and current curricula may be lacking explicit health justice frameworks. Due to the importance of health justice in the context of Canadian physiotherapy education and practice, further research is required to examine how health justice has been integrated into entry-level curricula to date and to identify opportunities for improvement. Thus, the primary objective of this paper is to examine existing Canadian entry-level competencies for physiotherapy related to health justice. The secondary objective is to examine the themes of current recommendations and written resources related to health justice for entry-level physiotherapists in countries other than Canada that have already taken steps to incorporate principles of health justice into their health program curricula. The final objective is to evaluate how existing entry-level competencies related to health justice in Canadian physiotherapy practice compare to those of other countries.

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)0.005
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Open science, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.731
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.010
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0060.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0110.002

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 head0.035
GPT teacher head0.476
Teacher spread0.441 · 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

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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