Maternal labour supply and childhood obesity in Canada: evidence from the NLSCY
Bibliographic record
Abstract
Abstract. This paper investigates the socioeconomic factors affecting childhood overweight and obesity in Canada using data from the National Longitudinal Survey of Children and Youth. In particular, I attempt to address the issue of whether an increase in the mother's work intensity is associated with an increase in the risk of the child's becoming overweight or obese. I also attempt to evaluate the causality of this relationship and the mechanisms that might facilitate this link. The results suggest that an increase in the mother's work intensity when she first returned to work in the period after the child's birth and before the child started school is associated with an increase in the risk of the child's becoming overweight or obese later in childhood. Conditional on the mother returning to work in the period between the child's birth and the start of school for the child, a 10‐hour increase in the number of hours worked per week when the mother first returned to work is associated with an increase in the probability that the child later becomes overweight or obese that is in the range of 2.5 to 4 percentage points.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.008 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".