Social Change and the Gendered Division of Household Labor in Canada
Why this work is in the frame
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Bibliographic record
Abstract
Housework is asymmetrically distributed by gender. This uneven allocation is an important indicator of inequality between women and men. The imbalance is closing, although exactly why remains uncertain. It is also unclear if the convergence has more to do with women's lives becoming more like men's, or whether it is because men are changing their practices on the home front. Using 30 years of nationally representative time use diary data, we explore three broad theoretical frameworks addressing social change-cultural, structural, and demographic-to examine how and why the gender dynamics around housework are shifting. We find that structural factors, and in particular women's engagement with paid work, have changed most sharply as drivers of greater symmetry in domestic labor, although changing cultural beliefs have contributed as well. Furthermore, there have been significant changes in men's behavior. One focal point for this domestic change is in men's and women's shifting practices around childcare. Intensive parenting, not just intensive mothering, has become more prevalent.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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