Sexual violence prevention is missing in teacher education: perspectives of teacher candidates on prevention education
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
This article derives from part of a larger study on sexual violence prevention in teacher education that analyses the narratives of fifteen teacher candidates in an Ontario university. It begins by providing a rationale for the research, which engages emerging teachers as key stakeholders in prevention education. Narrative inquiry was conducted to understand the experiences of teacher candidates who were troubled by the programme’s lack of education and training on sexuality education and sexual violence prevention. Teacher candidates reflected that their first education about consent and sexual violence occurred in a postsecondary rather than an elementary or secondary school context. As part of the teacher certification programme, participants felt entitled to learn about sexuality education methodologies and sexual violence prevention education. As emerging teachers, they expressed the desire to know how to teach young people about sex and consent, healthy relationships, boundaries, and the sociopolitical contexts of sexual violence, as well as how to sensitively respond to disclosure. Most pointedly, participants understood the power that effective sexuality education by trained teachers may have in reducing victimisation, thereby contributing to educational equity. Findings are discussed in relation to the literature on feminist understandings of sexuality education and sexual violence prevention.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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) | 0.001 | 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