Why men don’t say no: sexual compliance and gender socialization in heterosexual men
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
Given that the prevailing literature largely neglects the unwanted sexual activity experiences of men, this study examined both prevalence and predictors of men’s compliance with unwanted, but consensual, sexual activity. Specifically, we examined whether traditional gender-role endorsement, belief in male sexuality stereotypes, and age predict sexual compliance among heterosexual men. Participants (N = 426 men) completed a brief demographic questionnaire, measures of gender-role beliefs and male sexuality stereotypes, as well as a modified measure investigating motives for consenting to unwanted kissing, sexual touching, oral sex, and/or penetrative sex. The reported incidence rate of mild sexual compliance (i.e. consenting to unwanted kissing at least once) in heterosexual men was 61.3% over the past 12 months. Results suggest that sexual compliance in heterosexual men may be predicted by their endorsement of traditional gender-role beliefs and male sexuality stereotypes. Moreover, men may be motivated to be sexually compliant due to motives of altruism, intoxication, sexual inexperience, peer pressure, popularity, and sex-role concerns.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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