Perceptions of Employed Parents About Early Childhood Obesity and the Need for Prevention Strategies
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Responses to the increased prevalence of childhood obesity are merging, and employed parents will become targets for strategies designed to prevent childhood obesity. This study aimed at describing their perceptions of employed parents about childhood obesity and determining which prevention strategies they would need the most. In this cross-sectional study, 504 employed parents were recruited from 33 child care centers in Sherbrooke (Quebec, Canada) who completed a self-administered questionnaire on their perceptions about childhood obesity and the need for prevention strategies. Logistic regression was used to explore differences in needs for prevention strategies according to participant characteristics. Most participants were female, aged 32.9 ± 4.9 years, and perceived childhood obesity was an important problem. The prevention strategies that seemed most needed were the implementation of (a) physical and nutrition education programs in child care settings and (b) measures that give employed parents more time to cook for and be physically active with their children. Support for specific strategies differed across genders and education levels. Moreover, they depended on the perceived relationship between work and meal preparation. Policy makers should be aware of the needs of employed parents to develop policies that would have the greatest likelihood of success in this population.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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