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Record W4293553775 · doi:10.12688/mep.19126.2

Entry-to-practice competency expectations for health justice in Canadian physiotherapy curricula: A scoping review protocol

2022· review· en· W4293553775 on OpenAlex
Kimberly Aranas, Lina Al-Habyan, Narmeen Akhtar, Isabel Ng, Haleema Noor, Mae Poirier, Jasdeep Dhir, Sarah Wojkowski

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueMedEdPublish · 2022
Typereview
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsMcMaster UniversityHamilton Health Sciences
Fundersnot available
KeywordsCurriculumProtocol (science)Medical educationPsychologyEconomic JusticePhysical therapyNursingPedagogyMedicinePolitical scienceAlternative medicine

Abstract

fetched live from OpenAlex

<ns3:p> <ns3:bold>Background</ns3:bold> : In Canada, physiotherapists are expected to possess and demonstrate several essential competencies upon entry-to-practice. Over the past decade, knowledge and skills relating to health justice have become increasingly important for healthcare professionals. However, health justice is still an emerging topic among Canadian physiotherapy programs and current curricula may be lacking explicit content to develop knowledge, skills and behaviours related to health justice which can be used to prepare students for entry-to-practice. This paper outlines a protocol for a planned scoping review. The purpose of this scoping review will be to examine existing Canadian entry-level competencies for physiotherapy related to health justice. </ns3:p> <ns3:p> <ns3:bold>Methods:</ns3:bold> A comprehensive literature search will be completed on four databases: OVID MEDLINE, OVID Emcare, OVID Embase, and EBSCOhost CINAHL. This scoping review will include both quantitative and qualitative methodological study designs. A grey literature search will involve advanced Google searches. Two authors will independently screen titles and abstracts to select articles for full text review. Data extraction for each selected paper will be completed independently by two authors using the proposed data extraction form. The extracted data will be presented through tables and a narrative summary that aligns with the objectives and scope of this review. </ns3:p> <ns3:p> <ns3:bold>Conclusion:</ns3:bold> The data collected from this proposed review will identify existing competencies and gaps related to health justice in current entry-level physiotherapy curricula. This information will assist academic programs in understanding how to integrate and identify competencies and frameworks related to health justice into Canadian physiotherapy programs to ensure students are better prepared to provide culturally competent and inclusive care and promote health justice in practice. </ns3:p>

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)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.337
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.000
Bibliometrics0.0010.004
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.116
GPT teacher head0.598
Teacher spread0.483 · 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