Moving beyond masculine defensiveness and anxiety in the classroom: exploring gendered responses to sexual and gender based violence workshops in England and Ireland
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
Increasing rates of gender-based and sexual abuse, coupled with a rise in misogynistic influencers online, have become a growing issue in UK and Irish schools. This paper reports on the findings of a postlockdown study in England and Ireland that piloted workshops on gender-based and sexual violence. While most student responses were positive, we found that roughly 10% of girls and 20% of boys were resistant. In this paper, we explore these critical responses, focusing specifically on male resistance. Our findings indicate that new strategies, which avoid the concept of ‘toxic masculinity’, are needed to help boys move from defensive to empathetic engagements. We also find that the neoliberal, meritocratic ethos of many schools has fostered a problematic framing of gender-based violence as genderneutral. We conclude that it is vital to adopt an intersectional, whole-school approach to educating about sexual violence, which acknowledges male victimhood, while also emphasizing gendered privileges.
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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 | 0.000 | 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