Gender Socialization Practices Among Bisexual and Other Nonmonosexual Mothers: A Longitudinal Qualitative Examination
Bibliographic record
Abstract
Though social scientists have researched sexual minority parenting practices regarding the gender socialization of children, to date this research has focused exclusively on sexual minority parents in same-gender relationships, and almost exclusively on the experiences of gay and lesbian parents. The current paper addresses the gender socialization parenting practices of 25 nonmonosexual sexual minority women who are in different-gender relationships through analysis of qualitative in-depth interviews that took place over the course of one year. Our findings indicate that the experiences of these participants differ from both those reported in previous literature on sexual minority parents in same-gender relationships as well as heterosexual parents in different-gender relationships. Specifically, participants do not report sexual identity stigma as restricting the degree of cross-gender socialization in which they engage, nor do they report a gender normative influence from their male partners. Findings are discussed in the context of a socioecological framework.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".