The Linkage Between Work and Family: Female’s Employment Patterns in Three Chinese Societies
Why this work is in the frame
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Bibliographic record
Abstract
This paper examines female’s employment patterns across three consecutive family life stages with an attempt to ascertain the possible impact of marriage and childbirth on female’s employment behaviors. Comparable data sets of Taiwan, Tianjin, and Shanghai are used to compare female’s family and work situations. It is assumed that while cultural homogeneity leads to similar changes in the family system, different political and economic development may produce different outcomes on female’s employment patterns. The analysis focuses on how marriage and childbirth as most critical family life stages affect female’s employment. The result shows that despite the difference between the continuous employment pattern of Mainland Chinese females and the 40% withdrawal after marriage and childbirth of Taiwanese females, all females act according to the external demands of the macro and the micro social structure in her employment patterns. Cohort variations clearly indicate that females respond to the emergence of new employment opportunity, especially in Taiwan and Tianjin. The shift from formal to informal employment at various family stages plays an important adjusting function for females facing the challenge from the incompatibility of work and family roles. Consistent with the course of economic development in Taiwan and the economic reform in Mainland China, females tend to adopt flexible strategy to fulfill their economic contribution by participating in either the formal or the informal work sector.
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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) | 0.001 | 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