First comes love, then comes marriage, then comes baby in the baby carriage? exploring how women can use leisure as resistance to gendered ideologies
Bibliographic record
Abstract
Although an increasing number of people are identifying as single in western society, gendered ideologies continue to influence women’s lives, emphasising the importance of heterosexual couplehood, marriage, family, and biological parenthood. Utilising third wave feminism as our theoretical framework, this paper explores how gendered ideologies can work together to influence adult women’s experiences with singlehood. Findings from qualitative interviews with 12 single, adult women, conducted in Ontario, Canada, reveal the ways women can face marginalisation and stigmatisation in certain leisure contexts because of their single status and how the ideology of couplehood can reinforce expectations related to familism and pronatalism for single women. Yet, the findings also illustrate the ways single women can resist these expectations through their leisure. This paper provides an important contribution to the literature, bringing attention to the complex ties between gendered ideologies and leisure for adult women.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.016 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.004 |
| 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".