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Record W4387847635 · doi:10.3390/educsci13101060

Reducing Key Barriers to Classroom Physical Activity Improves Implementation Fidelity in Ontario Elementary Classrooms

2023· article· en· W4387847635 on OpenAlexafffundabout
Hannah Bigelow, Shelby Singh, Barbara Fenesi

Bibliographic record

VenueEducation Sciences · 2023
Typearticle
Languageen
FieldPsychology
TopicChildren's Physical and Motor Development
Canadian institutionsWestern University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsFidelityPhysical activityPsychologyUSableComputer scienceMedical educationMedicineMultimediaPhysical therapy

Abstract

fetched live from OpenAlex

Background: Schools are the front lines of children’s physical activity. Students who participate in daily physical activity (DPA) within their classrooms show improved physical strength, physical fitness, academic success, and mental well-being. However, teachers face many barriers to DPA implementation. The current study evaluated whether providing a DPA toolkit that offers greater access to DPA resources and requires minimal training for teachers to implement could improve DPA implementation. Methods: A total of 343 teachers from Ontario, Canada, completed a pre-survey assessing DPA practices and were given access to a DPA toolkit containing easily accessible and usable DPA resources to implement between January and March 2023. A total of 142 participants completed the post-survey to assess for changes in DPA practice. Several repeated measures of ANOVA were conducted with a three-level factor of grade level (1–3, 4–6, and 7–8) and within the subject factor of time (pre- to post-survey) on key outcome variables. Results: Findings revealed that the DPA toolkit improved DPA fidelity (p = 0.007, η2p = 0.053) and promoted teacher confidence in implementing DPA (p < 0.001, η2p = 0.285) and enjoyment in implementing DPA (p < 0.001, η2p = 0.177). Many improvements were most prominent among teachers teaching grades 1–3 and 4–6. Conclusions: By providing teachers with adequate DPA resources that minimize teacher training, there can be significant improvements in DPA implementation with notable cognitive and psycho-emotional benefits for both teachers and students.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.674
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.037
GPT teacher head0.378
Teacher spread0.341 · 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.

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 routes3
Has abstractyes

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