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Record W4416294544 · doi:10.1186/s12889-025-25392-3

Strengthening equity in gardening initiatives for children and youth: a rapid review

2025· article· en· W4416294544 on OpenAlexafffund
Christina Gillies, Courtney Baay

Bibliographic record

VenueBMC Public Health · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicDiverse Educational Innovations Studies
Canadian institutionsUniversity of AlbertaAlberta Health Services
FundersAlberta Health
KeywordsEquity (law)BiostatisticsPublic healthEpidemiologyHealth equityHealth policy

Abstract

fetched live from OpenAlex

BACKGROUND: Gardening initiatives may help address modifiable risk factors for cancer and chronic disease among children and youth by fostering more supportive and equitable environments for health. However, the extent to which these initiatives have been intentionally designed to address the social determinants of health and promote health equity remains unclear. The purpose of this review is to identify whether equity-related factors have been considered in gardening initiatives for children and youth, and to explore any reported equity-related effects. METHODS: A rapid review was conducted in March 2024 across multiple electronic databases. Peer-reviewed studies from the past ten years focusing on gardening initiatives in schools, daycares, or community settings within high-income countries were included. Articles underwent dual screening, and one reviewer independently conducted quality appraisal. Equity-related data were extracted using the PROGRESS-Plus framework and synthesized narratively. RESULTS: Studies most frequently incorporated social capital, age/grade level, and socioeconomic status in gardening initiatives. Social capital was commonly associated with improved social connections and relationships among children and their parents, peers, and teachers. It was also linked to the transfer of food-related knowledge and skills to the home environment and contributed to the perceived success and sustainability of initiatives. These outcomes are relevant to reducing modifiable risk factors for cancer and chronic disease. However, barriers such as transportation and time constraints limited parent involvement. Few studies systematically evaluated outcomes or impacts in relation to equity-related factors. CONCLUSIONS: Gardening initiatives that foster social capital - through engagement with parents, peers, and family members, and school-community partnerships - may support positive health-related outcomes for children and youth, including those relevant to cancer and chronic disease prevention. However, to enhance their potential to reduce inequities in health outcomes, these initiatives should be developed, implemented, and evaluated with explicit attention to equity-related factors. Rigorous, equity-focused evaluation is needed to assess the extent and nature of equity-related effects and to strengthen the evidence base for gardening as a strategy to reduce disparities in cancer and chronic disease risk among children and youth. TRIAL REGISTRATION: N/A.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.733
Threshold uncertainty score0.180

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.175
GPT teacher head0.385
Teacher spread0.210 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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