MétaCan
Menu
Back to cohort
Record W4406734861 · doi:10.15402/esj.v11i1.70871

Nature’s way-our way: A journey through the co-creation and sharing of an Indigenous physical literacy enriched early years initiative

2025· article· en· W4406734861 on OpenAlexaffvenue
Amanda Froehlich Chow, Kathy Wahpepah, Louise Humbert, Natalie Houser, Mariana Brussoni, Marta Erlandson, Amanda Gannon, Ashley Larmour, Erica Stevenson, Kathryn Riley, Fatima Ali

Bibliographic record

VenueEngaged Scholar Journal Community-Engaged Research Teaching and Learning · 2025
Typearticle
Languageen
FieldPsychology
TopicChildren's Physical and Motor Development
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsIndigenousLiteracyPsychologyTraditional knowledgeEarly childhoodHealth literacySociologyPedagogyPublic relationsDevelopmental psychologyPolitical scienceHealth care

Abstract

fetched live from OpenAlex

Early years are a critical time in the healthy development of young children. It is essential for children to develop healthy bonds with family members to increase well-being. Colonialism has resulted in the loss of many Indigenous activities, intergenerational teachings and relationship-building strategies that encourage wholistic health-promoting behaviours. Research focused on physical activity behaviours among early years children has had limited success. To address these challenges, the Western concept of physical literacy that applies a wholistic approach to physical activity by focusing on physical, social, emotional, and spiritual wellness can align with many Indigenous Ways of Knowing, Being and Doing. Purpose: Our multi-cultural team embarks on a journey to co-create, and expand a physical literacy enriched and culturally rooted initiative designed to promote wholistic wellness. Methodology: Etuaptmumk (Two-eyed Seeing) guides the team through braiding Indigenous Ways of Knowing,Being and Doing in early childhood wellness and land- and nature-based games alongside Western knowledge of developing physical literacy and promoting risky/ adventurous play. We apply a pre-mid-post design for the meaningful evaluation of the Nature’s Way-Our Way initiative. Impact: Partnering with communities, we aim to produce 40-45 activity cards to promote physical literacy and wholistic health in Indigenous and non-Indigenous communities.

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)0.292
metaresearch head score (Gemma)0.086
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.487
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.2920.086
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.1320.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.488
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 head0.070
GPT teacher head0.441
Teacher spread0.371 · 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; both teacher heads agree on what is shown here.

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
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueEngaged Scholar Journal Community-Engaged Research Teaching and LearningSame topicChildren's Physical and Motor DevelopmentFrench-language works237,207