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Record W4364379219 · doi:10.3138/ptc-2022-0054

Developing a National Consensus of the Physiotherapy Entry-Level Business and Practice Management Core Curriculum Competencies: A Delphi Study

2023· article· en· W4364379219 on OpenAlexaffvenueabout
Diana Hopkins‐Rosseel, Darryl Yardley, Jennifer Turnnidge, Nancy Dalgarno, Klodiana Kolomitro

Bibliographic record

VenuePhysiotherapy Canada · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDelphi Technique in Research
Canadian institutionsWestern UniversityCanadian Physiotherapy AssociationKingston Health Sciences CentreAcceleware (Canada)Hotel Dieu HospitalQueen's University
FundersJohns Hopkins University
KeywordsDelphi methodCurriculumCore competencyDelphiMedical educationMedicineGraduation (instrument)Health careConsistency (knowledge bases)NursingPsychologyManagementPolitical sciencePedagogyEngineering

Abstract

fetched live from OpenAlex

Purpose: ; however, there is little consistency in how these are applied across academic institutions. The purpose of this study was to develop a set of foundational entry-to-practice (ETP) competencies related to business and practice management (BPM) that can prepare physiotherapy students for work in all Canadian health care service sectors upon graduation. Method: We undertook a modified Delphi study. An online call for participants was circulated via the Canadian Physiotherapy Association's Private Practice and Leadership Divisions, Canadian provincial and territorial physiotherapy regulators, and 15 Canadian university physiotherapy programmes. Individuals in the profession with known expertise in management and/or business were also invited to participate. Results: Two rounds of the Delphi were necessary to reach consensus. Forty-one participants were included in the first round of Delphi including academics, regulators, registered physiotherapists, and senior students. Twenty-one (51%) participated in round 2 of the study. Sixty-six ETP BPM foundational curriculum competencies, within nine domains, reached consensus (via the Delphi process). Conclusions: Consideration of the ETP competencies in the areas of business and practice management derived with this national Delphi process may enhance and harmonize the physiotherapy curricula across Canada.

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)0.104
metaresearch head score (Gemma)0.091
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: Empirical
Teacher disagreement score0.989
Threshold uncertainty score0.550

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1040.091
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0060.004
Scholarly communication0.0030.003
Open science0.0020.009
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.142
GPT teacher head0.455
Teacher spread0.313 · 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

Citations2
Published2023
Admission routes3
Has abstractyes

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