Family Structure and Parents’ Health: Implications for the Reproduction of Health Inequality across Generations
Bibliographic record
Abstract
Early life disadvantage has enduring effects on health into adulthood. In this analysis, we are interested in the social reproduction of health inequality across generations within families. We use data from the National Longitudinal Study of Adolescent to Adult Health, a representative sample of U.S. adolescents in grades 7–12 and their parents ( N = 11,171) interviewed during the 1994–1995 school year and followed into young adulthood. We investigate whether the intersection of family structure and parents’ health predicts poor health in early adulthood and several potential explanations for health continuity across generations. We also examine whether social mobility across generations changes the association between parent and child health. Results indicate an intergenerational persistence in health, net of childhood socioeconomic context, childhood health, educational attainment, and social mobility. Findings suggest that adult health reflects the transmission of resources and practices across generations within one’s family, reproducing health inequalities.
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How this classification was reachedexpand
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 | 0.002 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".