MétaCan
Menu
Back to cohort
Record W4409086469 · doi:10.1016/j.jneb.2025.02.008

Effectiveness of School-based Nutrition Education Programs that Include Environmental Sustainability Components, on Fruit and Vegetable Consumption of 5–12YearOld Children: A Systematic Review

2025· review· en· W4409086469 on OpenAlexvenueno aff
Fay Karpouzis, Kim Anastasiou, Rebecca Lindberg, Adam Walsh, Smita Shah, Kylie Ball

Bibliographic record

VenueJournal of Nutrition Education and Behavior · 2025
Typereview
Languageen
FieldEnvironmental Science
TopicAgriculture Sustainability and Environmental Impact
Canadian institutionsnot available
FundersNational Health and Medical Research Council
KeywordsCINAHLSustainabilitySystematic reviewCochrane LibraryPsychological interventionExperiential learningMEDLINENutrition EducationMedicineVariety (cybernetics)Consumption (sociology)Environmental healthMedical educationGerontologyPsychologyMeta-analysisNursingPolitical scienceComputer sciencePedagogySocial science

Abstract

fetched live from OpenAlex

INTRODUCTION: This systematic review examined the effectiveness of interventions of school-based nutrition education programs that included environmental sustainability components in addressing fruit and vegetable (F&V) consumption and/or variety among children (aged 5-12 years). METHODS: The systematic search included MEDLINE, CINAHL, ERIC, Global Health, PsychINFO, EMBASE, the Cochrane Library, and 3 clinical trial registries. Searches between January 1, 1987, and February 22, 2022, found 18 eligible studies. The Evidence Project risk-of-bias (RoB) tool was used for quality assessment. RESULTS: Sixteen studies had moderate-to-high RoB, and 2 had low RoB. Eight studies reported significant increases in F&V consumption and/or variety. Programs that included environmental sustainability experiential components (i.e., gardening, tasting F&Vs, and cooking activities) and were underpinned by a theoretical framework were more likely to report significant outcomes than studies that reported no effects. CONCLUSIONS AND IMPLICATIONS: This review underscores the benefits of school-based nutrition education programs that incorporate experiential components of environmental sustainability. These findings could support future researchers in designing strategies to improve children's F&V consumption by incorporating the experiential components of environmental sustainability into nutrition programs. In addition, conducting process evaluations to gather teachers' input to overcome common implementation barriers, performing long-term follow-up assessments to monitor behavioral changes over time, and implementing school policies to support these programs could also be beneficial. This review was registered with the International Prospective Register of Systematic Reviews (CRD42020184727).

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)0.010
metaresearch head score (Gemma)0.035
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.035
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0090.009
Bibliometrics0.0070.006
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.016
GPT teacher head0.310
Teacher spread0.293 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations14
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Nutrition Education and BehaviorSame topicAgriculture Sustainability and Environmental ImpactFrench-language works237,207