MétaCan
Menu
Back to cohort
Record W4242586549 · doi:10.21203/rs.2.22496/v1

Content Development for a Physical Activity and Sedentary Behaviour e-Learning Module for Early Childhood Education Students: A Delphi Study

2020· preprint· en· W4242586549 on OpenAlexaffabout
Brianne A. Bruijns, Andrew M. Johnson, Trish Tucker

Bibliographic record

VenueResearch Square · 2020
Typepreprint
Languageen
FieldComputer Science
TopicEducation and Learning Interventions
Canadian institutionsWestern University
Fundersnot available
KeywordsDelphi methodPsychologyDelphiPhysical educationMathematics educationPhysical activityPedagogyMedical educationComputer scienceMedicinePhysical therapyArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract Background Early childhood educators play a prominent role in promoting healthy activity behaviours in childcare. However, they have expressed that they lack the appropriate pre-service training to confidently lead physical activity (PA), and minimize sedentary behaviour (SB), in childcare. As such, the purpose of this Delphi study was to generate and reach agreement on content areas for inclusion in a PA and SB e-Learning module for Early Childhood Education (ECE) students. Methods Purposeful sampling of Canadian/international researchers was used to form two expert panels: a PA/SB expert panel ( n = 26), and a Canadian ECE panel. PA/SB experts suggested their top 12 PA/SB topics for the module via online survey. These topics were then pooled to generate a list of 19 content areas. In a second online survey, both panels of experts rated the importance of each content area (0 = unimportant to 5 = very important). Mean ratings were ranked separately for each panel, and then ratings were pooled to create an overall ranking of the 19 content areas. Inter-panel agreement of importance rankings was visually represented as a scatterplot and quantified using Spearman’s rho. Results The top-rated content area was Outdoor Play ( M = 4.77 ± .64), followed by Benefits of PA in the Early Years ( M = 4.75 ± .66), and Factors Influencing PA and SB in Childcare ( M = 4.71 ± .74). Monitor PA and Sedentary Time Within Your Classroom had the lowest combined score ( M = 3.77 ± 1.44). There was moderate-to strong inter-panel agreement for content area importance rankings ( r s = 0.60, 95% CI: 0.20 to 0.83). The majority of the ECE expert panel considered this training important for ECE students (94.3%), aligning with ECE curriculum objectives (91.4%) and accreditation standards (78.8%), and complementary to the present ECE curriculum (88.6%). Conclusions Providing PA and SB training to ECE students is a proactive way to ensure healthy movement behaviours are prioritized in childcare programming. With the PA/SB expert-developed content areas, and endorsement by the ECE expert panel, implementing this training within ECE programs is a necessary next step.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.458
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.155
GPT teacher head0.462
Teacher spread0.307 · 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
Published2020
Admission routes2
Has abstractyes

Explore more

Same venueResearch SquareSame topicEducation and Learning InterventionsFrench-language works237,207