The Social Context of Childhood Injury in Canada: Integration of the NLSCY Findings
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: To integrate findings from cross-sectional and longitudinal analyses of the relationships between childhood injury, child behavior, parenting, family functioning and neighborhood characteristics. METHODS: Logistic modeling of cross-sectional (n = 12,666) and longitudinal (n = 9796) data from the National Longitudinal Survey of Children and Youth. RESULTS: Consistent correlates of childhood injury across designs included child's age, gender, difficult temperament, aggressive behavior, positive parenting, neighbors' cohesion, neighborhood problems, and socioeconomic disadvantage. CONCLUSION: Contextual influences on childhood injury vary by child's age, temperament and behavior. In early childhood, neighborhood processes of cohesion show protective effects. For older children, neighborhood disadvantage dominates the risk of injuries.
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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 | 0.000 |
| 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 | 0.000 |
| 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