School Breakfast‐Club Program Changes and Youth Eating Breakfast During the School Week in the<scp>COMPASS</scp>Study
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Despite the importance of breakfast consumption, breakfast skipping is common among Canadian youth. This study examines how changes to school-based breakfast programs are associated with breakfast-skipping behavior. METHODS: Using school-level longitudinal data from Year 1 (Y1 : 2012-2013) and Year 2 (Y2 : 2013-2014) of the COMPASS study, quasi-experimental methods evaluated the impact over time that changes to school-based breakfast programs had on breakfast skipping or participating in school-based breakfast program. RESULTS: Between Y1 and Y2 , the school-level prevalence of breakfast skipping (54.5%-54.9%) and breakfast program participation (12.3%-13.6%) increased. Of the 43 participating schools, 5 implemented a new school breakfast program. Among the intervention schools, 1 school (School 4) observed a significant, and 1 school (School 3) observed a significant increase in the school-level prevalence of skipping breakfast; there was no significant change in the other 3 intervention schools. CONCLUSIONS: Despite the availability of free school breakfast programs, the majority of youth skipped breakfast at least once a school week. Owing to the variation in the types of programs implemented, additional evaluation evidence is necessary to determine which students benefited the most from these programs.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it