MétaCan
Menu
Back to cohort
Record W4413612296 · doi:10.1093/heapro/daaf142

Mitigating child health inequalities through equity, diversity, inclusion, and accessibility school practices in Canada

2025· article· en· W4413612296 on OpenAlexafffundabout
Katerina Maximova, Camila Honorato, Flora I. Matheson, Julia Dabravolskaj, Paul J. Veugelers

Bibliographic record

VenueHealth Promotion International · 2025
Typearticle
Languageen
FieldMedicine
TopicObesity, Physical Activity, Diet
Canadian institutionsUniversity of AlbertaPublic Health OntarioUniversity of Toronto
FundersMurphy Family FoundationCanadian Institutes of Health Research
KeywordsNeighbourhood (mathematics)Mental healthCurriculumEquity (law)Inclusion (mineral)PsychologyVulnerability (computing)Socioeconomic statusDevelopmental psychologyGerontologyEnvironmental healthMedicineSocial psychologyPolitical sciencePedagogyPsychiatryPopulation

Abstract

fetched live from OpenAlex

Unhealthy lifestyle behaviours and mental disorders disproportionately affect children living in deprived neighbourhoods. In Canada, schools are encouraged to adopt equity, diversity, inclusion, and accessibility (EDIA) practices to tackle these inequalities. We examined whether integrating EDIA school practices into curriculum and programming mitigates the impact of neighbourhood deprivation on children's lifestyle behaviours and mental health. In 2023/2024, we surveyed 1970 students in grades 4-6 (aged 9-12) from 28 elementary schools in Alberta. Students self-reported diet, physical activity, screen time, and mental health and wellbeing. School principals reported on the extent (full vs. partial) of integrating EDIA school practices into curriculum and programming. The Canadian Index of Multiple Deprivation (i.e. residential instability, economic dependency, ethno-cultural composition, situational vulnerability) was used to capture neighbourhood deprivation. Over half (54%) of schools had fully integrated EDIA school practices into curriculum and programming, and were located primarily in areas with greater residential instability (50%), ethno-cultural diversity (57%), economic dependency and situational vulnerability (46%). In highly deprived neighbourhoods, students attending schools with fully integrated EDIA practices were less likely to have poor diets (0.9 vs. 1.6) and consume excessive intake of free sugar (1.3 vs. 1.8) and saturated fat (0.6 vs. 0.8). EDIA school practices did not appear to moderate the relationship of neighbourhood deprivation with physical activity, screen time, or mental health and wellbeing. These findings suggest that integrating EDIA school practices into curriculum and programming may help buffer some adverse effects of neighbourhood deprivation on children's health and diets in particular.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.144
Threshold uncertainty score0.874

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 communication0.0000.001
Open science0.0000.004
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 head0.079
GPT teacher head0.427
Teacher spread0.348 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueHealth Promotion InternationalSame topicObesity, Physical Activity, DietFrench-language works237,207