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Record W7047104682

Evaluating Behaviour Change Training Modules for Kinesiologists: Enhancing Adapted Physical Activity Service Provision for Two Community Organizations

2023· article· en· W7047104682 on OpenAlexaff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsUniversité LavalQueen's UniversityMcGill University
Fundersnot available
KeywordsMotivational interviewingInterviewBehaviour changePhysical activityQuality (philosophy)Training (meteorology)Behavior change
DOInot available

Abstract

fetched live from OpenAlex

Background. People with disabilities can benefit from community-based physical activity programs. However, there is a lack of evidence-based tools to support kinesiologists’ training within these adapted physical activity programs, such as Adaptavie and Viomax. The purpose of this study was to co-create and evaluate the implementation of physical activity training modules to meet the needs of Adaptavie and Viomax for improved staff training. Methods. A pre-post quasi-experimental design was conducted to evaluate the changes in capability, opportunity, and motivation (COM-B) of kinesiologists (N=14) after completing nine training modules on motivational interviewing, five self-enactable behaviour change techniques and adapted physical activity prescription. Participants' ability to apply the concepts from the modules and the quality of skills used were assessed using the MITI 4.2.1 coding tool during testing on a standardized mock client. Participants also rated the feasibility of each module. Results. Medium to large effects were observed in participants' capability (Hedge’s g= 0.67-1.19) across 8/9 modules, opportunity (Hedge’s g= 0.77-1.38) across all modules, and motivation (Hedge’s g= 0.58-1.03) across 6/9 modules. All 9 modules were rated as feasible. When opportunities presented themselves, 77.78% to 100 % of participants used the five BCTs in the mock client session. All participants had successful attempts to apply the action planning and problem solving BCTs. Participants demonstrated good use of technical and relational motivational interviewing strategies, complex reflections, and favored adherent motivational interviewing language over non-adherent language. Conclusion. Training kinesiologists is feasible and effective, with potential to enhance adapted physical activity programs for individuals with disabilities.

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)0.008
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.009
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0020.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.207
GPT teacher head0.430
Teacher spread0.223 · 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 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

Citations0
Published2023
Admission routes1
Has abstractyes

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