Sexual Harassment of Canadian Medical Students: A National Survey
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
BACKGROUND: Despite explicit policies and reporting mechanisms in academia designed to prevent harassment and ensure respectful environments, sexual harassment persists. We report on a national survey of Canadian medical students' experiences of sexual harassment perpetrated by faculty, patients and peers, their responses to harassment, and their suggestions for improving the learning environment. METHODS: With ethics approval from all 17 Canadian universities with medical schools, an invitation to participate in an anonymous, electronic survey was included in three Canadian Federation of Medical Students' newsletters (2016). Narrative information about sexual harassment during medical training, perpetrators, ways of coping, sources of support, formal and informal reporting/discussion, and suggestions for change was sought. Three authors then conducted a qualitative analysis and identified emergent themes. FINDINGS: When asked to estimate the number of occurrences of SH experienced during medical school, 188 students reported 807 incidents perpetrated by peers, patients, and, to a lesser extent, faculty. Perpetrators were almost always men and 98% of victims were women. What emerged was a picture of social, educational, and individual conditions under which sexual harassment becomes normalised by faculty, peers and victims. Students often tried to ignore harassment despite finding it confusing, upsetting, and embarrassing. They offered strategies for schools to raise awareness, support students, and prevent or mitigate harms going forward. INTERPRETATION: Sexual harassment is a part of the Canadian medical education environment where most who reported harassment are subject to the dual vulnerabilities of being learners and women. Although survey respondents recognised the systemic nature of the problem, as individuals they often described shame and self-blame when victimised, came up with solutions that implied they were the problem, and often reported thinking silence was less risky than confrontation or official reporting. Many participants believed in the transformative power of education - of themselves and faculty - as a means of improving the medical environment whilst we await social change.
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 | 0.007 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.008 | 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