Life Course Pathways of Economic Hardship and Mobility and Midlife Trajectories of Health
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We utilize over 40 years of prospective data from the Panel Study of Income Dynamics (N = 1,229) and repeated-measures latent class analysis to examine how long-term patterns of stability and change in economic hardship from childhood to adulthood are related to subsequent trajectories of midlife health. We review conceptual and methodological approaches to examining health inequality across the life course and highlight the contribution of a person-centered, disaggregated approach to modeling health and its association with long-term pathways of economic resources, including changing resources associated with mobility. Findings suggest those who experienced early mobility out of economic hardship were less likely than those in persistent economic hardship to experience a high-risk health trajectory, while experiencing later mobility did not lessen this risk. We conclude with a call for further investigation into the role of social mobility and the timing, degree, and direction of change in investigations of health inequality.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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