Gender Inequalities in Labor Market Outcomes of Informal Caregivers near Retirement Age in Urban China
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
This study examines the impacts of unpaid family care on labor supply and earnings of women and men near retirement age in urban China. Using the 2011 China Health and Retirement Longitudinal Study (CHARLS) and ordinary least squares (OLS) and instrumental variable approaches, it finds that grandchild care is negatively associated with both women's and men's labor force participation, while there are no effects for eldercare. For women caregivers, caring for grandchildren substantially lowers paid labor hours compared to noncaregivers. No significant relationships are found between eldercare and paid labor hours of women workers. For men workers, neither grandchild care nor eldercare is significantly associated with labor hours. The study also finds no statistically significant relationships between grandchild care and labor earnings for either women or men. Eldercare, however, is positively associated with the earnings of men workers.
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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