Source‐Country Gender Roles and the Division of Labor Within Immigrant Families
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
The authors examined the relationship between source‐country gender roles and the gender division of paid and unpaid labor within immigrant families in the host society. Results from Canadian Census of Population ( N = 497,973) data show that the 2 indicators of source‐country gender roles examined—female/male labor activity ratio and female/male secondary education ratio—are both positively associated with immigrant wives' share in their family labor supply and negatively associated with their share in housework. The association between source‐country gender roles and women's share in couples' labor activities weakens over time. Moreover, the relationship between source‐country female/male labor activity and immigrant couples' gender division of labor is reduced when immigrant women have nonimmigrant husbands, indicating that husband's immigration status matters.
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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 | 0.006 | 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 | 0.000 | 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