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Record W1710529389 · doi:10.3148/74.4.2013.193

Healthy Eating Guidelines for a School Jurisdiction: Collaborative Design and Implementation

2013· article· en· W1710529389 on OpenAlexaffvenue
Flora F. Stephenson, J. Cyne Johnston, Theresa Riege, Farah Bandali, Deborah McNeil

Bibliographic record

VenueCanadian Journal of Dietetic Practice and Research · 2013
Typearticle
Languageen
FieldMedicine
TopicObesity, Physical Activity, Diet
Canadian institutionsUniversity of CalgaryAlberta Health Services
Fundersnot available
KeywordsCafeteriaJurisdictionGeneral partnershipHealthy eatingFood servicePsychologyMedicineMedical educationEnvironmental healthPhysical activityPolitical sciencePhysical therapy

Abstract

fetched live from OpenAlex

PURPOSE: Healthy eating is a determinant of optimal growth, and schools provide an ideal setting in which to influence students' diets. The Healthy Eating Guidelines Initiative (HEGI) was a partnership among education, health, and community stakeholders to develop and implement healthy eating guidelines across a school jurisdiction. An evaluation was conducted to examine the potential impact of the HEGI on the school food environment and students' self-reported diets. METHODS: All schools in the jurisdiction were invited to participate in the evaluation. Participating schools included elementary, middle, high, and mixed grades schools. A school environment assessment and a student questionnaire were used to collect data before and after the HEGI. RESULTS: Twenty-two (71%) of 31 schools participated in the evaluation. The guidelines were successfully implemented in 17 of these 22 schools. Overall, a greater proportion of students reported healthier eating behaviours at the conclusion of the HEGI. In particular, a greater proportion of students in schools with cafeteria-style food service showed significantly improved self-reported dietary behaviours. These changes were not seen among students at schools with limited or no on-site food service. CONCLUSIONS: The findings are consistent with those of previous studies, and indicate that guidelines for a school jurisdiction can have a positive impact on the school food environment and students' food intake. The HEGI shows promise as a strategy to promote healthy eating among students.

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)0.102
metaresearch head score (Gemma)0.095
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.990
Threshold uncertainty score0.540

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1020.095
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0030.002
Science and technology studies0.0040.002
Scholarly communication0.0040.002
Open science0.0030.007
Research integrity0.0020.002
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 head0.142
GPT teacher head0.479
Teacher spread0.337 · 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".

Quick stats

Citations1
Published2013
Admission routes2
Has abstractyes

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