“Be proactive not reactive”: Understanding gaps in student sexual consent 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
A growing number of universities are providing sexual violence prevention programs to students in recognizing the need for this programming. While universities favour programs on singular topics aimed at preventing sexual violence, scholars have argued that comprehensive sexual health education should begin prior to entering university to better ensure safer campus communities. Further, students have expressed unmet needs regarding the sexual health education they received prior to attending university. Therefore, the current study sought to explore gaps in sexual health education as identified by university students. Participants ( N = 444) were asked to describe the consent definition they were taught in high school and from their parents, and how the sexual health education they received could have been improved. An inductive thematic analysis was used to identify six themes from the data: back to consent education basics, you have the power to set boundaries, staying safe in sexual situations, take a sex-positive approach with sex education, wholistic education on consent-based relations, and practical recommendations for providing sex education. Findings highlight that participants desired a more wholistic approach to their sexual health education that included practical components on healthy sexuality. Notably, participants relayed how proper sexual health education may have prevented experiences of sexual violence they had. Thus, it is essential to continue exploring how best to provide comprehensive sexual health education to adolescents.
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 | 0.002 | 0.001 |
| 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