The Care Economy in Post-Reform China: Feminist Research on Unpaid and Paid Work and Well-Being
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
As China embarked on the path of economic and social reforms, social provisions from the Maoist era were dismantled, and care responsibilities shifted back from the state to the household. Rural–urban migration, a steep decline in fertility, and increasing longevity have led to changes in the age structure of the population both overall and by region. Using seven different surveys, the eleven contributions in this volume study the distributive consequences of post-reform care policies and the impact of unpaid care responsibilities on women’s and men’s opportunities and gender inequality. Overall, reduced care services have created care deficits for disadvantaged groups, including low-income rural elderly and children. The shifted care burden has also limited women’s ability to participate fully in the market economy and has contributed to rising gender inequalities in labor force participation, off-farm employment, earnings, pensions, and mental health outcomes.
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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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 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