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Record W4387901407 · doi:10.1093/eurpub/ckad160.1096

Inequalities in availability and compliance of school food programs in Canadian elementary schools

2023· article· en· W4387901407 on OpenAlexaffabout
Katerina Maximova, Thinh Ngoc Tran, Khiya Marshall, Paul J. Veugelers

Bibliographic record

VenueEuropean Journal of Public Health · 2023
Typearticle
Languageen
FieldMedicine
TopicObesity, Physical Activity, Diet
Canadian institutionsPublic Health OntarioUniversity of TorontoUniversity of AlbertaSt. Michael's Hospital
Fundersnot available
KeywordsDisadvantagedSocioeconomic statusEnvironmental healthMedicinePopulationHealth promotionGerontologyPublic healthNursingPolitical science

Abstract

fetched live from OpenAlex

Abstract Background School food programs (SFP) are essential to promoting healthy eating in children. Canada lacks a federally funded and standardized SFP, resulting in a patchwork of SFP offerings. We examined SFP availability and compliance with Alberta Nutrition Guidelines for Children and Youth (ANGCY) in elementary schools from different socioeconomic settings. Methods Data were collected from 2 repeat cross-sectional surveys between 2008-2021: (1) REAL Kids Alberta (Raising healthy Eating and Active Living Kids in Alberta), a provincially representative population-based survey; and (2) APPLE Schools (A Project Promoting healthy Living for Everyone in Schools), a health promotion intervention targeting elementary schools in socioeconomically disadvantaged settings. School principals reported on availability and compliance of breakfast/snack and lunch programs with ANGCY. School-level socioeconomic characteristics included: Pampalon index (from Census data) and rural/small vs. large population centre (PC). Results Provincially, less than 50% schools offered breakfast/snack program. Lunch program was offered in over 85% schools. Over half of SFP complied with ANGCY by including 3-4 food groups (breakfast/snack: 62%, lunch: 52%). SFP availability in more vs. less deprived schools increased over time (2008: 25% vs. 26%, 2014: 58% vs. 40%). More schools located in rural/small vs. large PC offered SFP and availability increased over time (2008: 29 % vs. 18%, 2014: 56% vs. 46%). There were no consistent trends in compliance of SFP by socioeconomic characteristics. SPF availability and compliance in APPLE Schools improved from 68% to 73% and 53% to 68%, respectively. SPF availability was higher in more vs. less deprived APPLE schools (Y1: 85% vs. 54%, Y6+: 78% vs. 69%). Conclusions Higher availability and compliance of SFPs with nutrition guidelines in deprived and rural settings emphasize the critical role of SFPs in mitigating socioeconomic inequalities in healthy eating. Key messages • School food programs are essential to promoting healthy eating in children. • School food programs may play a critical role in mitigating socioeconomic inequalities in healthy eating.

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)0.001
metaresearch head score (Gemma)0.004
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.036
Threshold uncertainty score0.263

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.007
Science and technology studies0.0030.001
Scholarly communication0.0020.001
Open science0.0020.001
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 head0.205
GPT teacher head0.348
Teacher spread0.143 · 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".

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Citations0
Published2023
Admission routes2
Has abstractyes

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