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Record W4386918070 · doi:10.31189/2165-6193-12.3.87

Clinical Exercise Physiology Accreditation: An Audit of Existing Standards

2023· article· en· W4386918070 on OpenAlexaboutno aff
Nathan E. Reeves, Carly Ryan, Kade Davison

Bibliographic record

VenueJournal of Clinical Exercise Physiology · 2023
Typearticle
Languageen
FieldMedicine
TopicSports injuries and prevention
Canadian institutionsnot available
Fundersnot available
KeywordsCertificationAccreditationAuditSports medicineMedical educationDocumentationMedicineProfessional associationPsychologyPolitical sciencePublic relationsPhysical therapyAccountingBusinessComputer science

Abstract

fetched live from OpenAlex

Abstract Background Health professions such as clinical exercise physiology are founded on a set of standards that outline base level knowledge, skills, and competencies to define the roles and scope of practice of the profession. Despite the practice of clinical exercise physiology having many common features regardless of the country in which it is conveyed, a harmonized set of international standards does not exist. The aim of this study was to systematically audit the professional standards for the 5 countries recognized as having existing national certification systems for clinical exercise physiology. Method: The audit process was conducted using a modified scoping review protocol based on the documentation provided by the American College of Sports Medicine, Exercise and Sports Science Australia, British Association of Sport and Exercise Sciences, Canadian Society for Exercise Physiology, and Sport and Exercise Science New Zealand. Two reviewers independently extracted data from the standards documents, and results were cross-checked by relevant experts from each jurisdiction. Results: Commonality of themes was found for 60% of all content extracted. The overall coverage of themes was 60%, 67%, 76%, 88%, and 98% from New Zealand, Canada, the United States, the United Kingdom, and Australia, respectively. Conclusion: A common core of themes is covered by all current national standards for clinical exercise physiology across the 5 nations audited but only variable coverage in the remaining 40%. These findings are important for understanding the differences in current training and certification of clinical exercise physiology professionals and how this might influence the internationalization of the profession.

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)0.007
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.925
Threshold uncertainty score0.805

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.145
GPT teacher head0.511
Teacher spread0.366 · 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 designObservational
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

Citations4
Published2023
Admission routes1
Has abstractyes

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