Social Change and the Gendered Division of Household Labor in Canada
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.010 |
| Science and technology studies | 0.013 | 0.006 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".