Beyond Sexual Violence: Considering Other Forms of Harm Experienced by Post-Secondary Students
Bibliographic record
Abstract
Les cinq dernieres annees ont rapporte de reels efforts qui visaient a contrer la violence sexuelle et raciste sur les campus des colleges et universitaires du Canada et des Etats-Unis. Des initiatives ont cible le probleme et l’etendue de la violence sexuelle et les moyens de la prevenir chez les jeunes filles surtout, mais elles n’ont pas reussi a prevenir la violence que les etudiantes subissent dans leur vie. Les auteurs d’une recherche qui a dure deux ans, Construire. Agir. Changer. les a engagees a prevenir la violence contre les femmes sur le campus, s’attendaient a entendre parler de violence sur le campus mais elles furent etonnees de voir que les etudiantes subissaient plus de violence dans leur foyer par les membres de leur famille que sur le campus. Elles ont meme affirme que les campus etaient plus securitaires parce qu’ils etaient loin du mal qu’elles subissaient a la maison.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".