89 Centre-based child care attendance in early childhood and adiposity in later childhood: a prospective cohort study
Bibliographic record
Abstract
Abstract Background One in three children are living with overweight or obesity in North America. The burden of childhood obesity is disproportionately experienced by children from low-income families, who are more likely to have obesity. Centre-based child care attendance may influence important adiposity risk factors such as dietary intake, eating behaviour, and physical activity, but its impact on childhood obesity is unclear. Objectives The primary objective was to evaluate the relationship between the intensity of centre-based child care attendance between 1 and 4 years of age and Body Mass Index z-score (zBMI) from 4 to 10 years of age relative to non-centre-based child care (i.e., home-based, grandparents, relatives, and nanny’s). The secondary objective was to explore if family income modified the relationship. Design/Methods A prospective cohort study of children 1 to 10 years of age was conducted through the TARGet Kids! primary care research network. The primary exposure was intensity of centre-based child care attendance (hours/week). The primary outcome was zBMI, an age and sex adjusted measure of child adiposity. Interaction terms for child age and family income were explored. A linear mixed effects model and logistic generalized estimating equations were used to determine the association between centre-based child care attendance and child zBMI. Results 3,503 children were included (mean age: 2.7 years). Children who attended centre-based child care full time (40 hours/week) had a 0.11 lower zBMI at 4 years (95% CI -0.19, -0.03; p=0.005) and lower odds of obesity (zBMI > 2) at 4 (OR 0.58; 95% CI 0.34, 0.99; p=0.04) and 10 years of age (OR 0.52; 95% CI 0.29, 0.90; p=0.02) relative to children who attended non-centre-based child care. The relationship was modified by family income such that, children from families with an income of <$50,000CDN who attended centre-based child care full time had a 0.35 (95% CI -0.56, -0.15; p=0.001), 0.34 (95% CI -0.54, -0.13, p=0.001) and 0.29 (95% CI -0.50, -0.07, p=0.009) lower zBMI at 4, 7 and 10 years of age, respectively, relative to children who attended non-centre-based child care. Conclusion Centre-based child care attendance in early childhood was associated with lower adiposity and odds of obesity in later childhood. This relationship was stronger for children who were from lower income families. Centre-based child care may be an effective early intervention to prevent childhood obesity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".