Evaluations of Men in Domestic Roles in Canada, Norway, Poland, and India
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
When a man decides to take a parental leave and become a “stay-at-home dad,” by focusing on domestic duties and parenting, he may risk penalization of stereotype-disconfirming behaviors. However, the degree at which men are allowed to violate gender norms varies from country to country. Our study sought to analyze cross-country differences in perception of men who resign from their professional career and focus on domestic duties. Canadian ( N = 120), Norwegian ( N = 97), Polish ( N = 103), and Indian ( N = 109) students were asked to evaluate agency and communality of men and women in domestic roles. The obtained results indicate that in Canada and Norway, men and women in domestic roles were judged similarly, whereas Polish and Indian students favored women over men in domestic roles, thus implying that domestic roles are perceived through the lens of gender stereotypes in these two countries.
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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 | 0.001 |
| 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 | 0.000 |
| 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