Trajectories of BMI and internalizing symptoms: Associations across adolescence
Bibliographic record
Abstract
The present study examined the longitudinal relations between body mass index (BMI) and internalizing symptoms among youth ages 10-17. Adolescents were selected from Statistics Canada's National Longitudinal Survey of Children and Youth (NLSCY). Latent growth curve modeling was used to investigate: 1) whether initial level (at age 10) or change in BMI were associated with changes in internalizing symptoms; and, 2) whether initial level or change in internalizing symptoms were associated with changes in BMI across adolescence. Associations between trajectories differed for boys and girls. Boys who started out with higher BMI experienced more internalizing symptoms across early- to mid-adolescence, but not more depressive symptoms at ages 16 and 17. For girls, there was a bidirectional relation between BMI and internalizing symptoms which persisted into later adolescence. Results suggest the bidirectional relation between BMI and internalizing symptoms is more salient for girls than for boys.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".