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Record W2953227410 · doi:10.1016/j.jneb.2019.05.590

Plate Waste in School Lunch: Barriers, Motivators, and Perspectives of SNAP-Eligible Early Adolescents in the US

2019· article· en· W2953227410 on OpenAlexvenueno aff
Chenchen Zhao, Chloe Panizza, K. A. A. Fox, Carol J. Boushey, Carmen Byker Shanks, Selena Ahmed, Susan Chen, Elena Serrano, Julia Zee, Marie K. Fialkowski, Jinan Banna

Bibliographic record

VenueJournal of Nutrition Education and Behavior · 2019
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Waste Reduction and Sustainability
Canadian institutionsnot available
FundersNational Institute of Food and AgricultureU.S. Department of Agriculture
KeywordsSnapPsychologyEnvironmental healthMedical educationBusinessMedicineComputer science

Abstract

fetched live from OpenAlex

OBJECTIVE: To determine barriers, motivators, and perspectives regarding plate waste reduction of early adolescents. DESIGN: Trained interviewers conducted audio-recorded individual interviews with adolescents. SETTING: Elementary schools implementing the National School Lunch Program in Hawai'i, Montana, and Virginia. PARTICIPANTS: Early adolescents (n = 47, aged 9-13 years) from families receiving or eligible to receive Supplemental Nutrition Assistance Program benefits were recruited to participate. PHENOMENON OF INTEREST: Factors influencing plate waste among adolescents and potential plate waste reduction strategies. ANALYSIS: Coders analyzed content and thematic data to identify code categories and themes. RESULTS: Main barriers to reducing school lunch plate waste were unsupportive school policy, undesirable food quality, satiation, and social influences. Key motivators to reducing school lunch plate waste were supportive school policy, including allowing students to share food with peers and save food to eat later; and social influences. Participants found it acceptable to throw away disliked food and unacceptable to throw away wanted food; they perceived that their peers did not care whether food was thrown away; and they thought their parents disliked wasting food. CONCLUSION AND IMPLICATIONS: Results suggest that several factors might allow for minimization of school lunch plate waste in the National School Lunch Program, including improvements in food quality, food policy, and social influences. Under these important themes, strategies to employ may include improving food preparation and taste, allocating more time for students to finish lunch, allowing students to self-select food lunch items, and permitting them to share and save their leftover food.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.027
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.011
GPT teacher head0.247
Teacher spread0.236 · 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 designQualitative
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

Citations53
Published2019
Admission routes1
Has abstractyes

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