The Division of Domestic Labor before and during the COVID‐19 Pandemic in Canada: Stagnation versus Shifts in Fathers’ Contributions
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 COVID-19 pandemic created rapid, wide-ranging, and significant disruptions to work and family life. Accordingly, these dramatic changes may have reshaped parents' gendered division of labor in the short term. Using data from 1,234 Canadian parents in different-sex relationships, we compare retrospective reports of perceived sharing in how housework and childcare tasks were split prior to the declaration of the pandemic to assessments of equality afterward. Further, we describe perceptions of changes in fathers' engagement in these tasks overall, by respondent gender, and by employment arrangements before and during the pandemic. Results indicate small shifts toward a more equal division of labor in the early "lockdown" months, with increased participation in housework and childcare by fathers, supporting the needs exposure hypothesis. We conclude by discussing gender differences in parents' reports and potential implications for longer term gender equality.
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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 | 0.002 | 0.010 |
| 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 | 0.001 |
| 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