What are ambulance personnel experiences of sexual harassment and sexual assault in the workplace? A rapid evidence review
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
INTRODUCTION: Sexual assault and harassment of ambulance personnel in the workplace is widespread. Prevention via body worn cameras and legal efforts have been positive, however improvement is still needed to ensure the protection of staff from the negative impact of sexual violence at work. METHODS: A rapid evidence review was conducted following the Cochrane Rapid Review guidance. MEDLINE and CINAHL Complete were searched from inception to February 2023. Screening and data extraction was conducted by one author and verified by the other. Included studies were appraised using a variety of critical appraisal checklists and a narrative synthesis was conducted. RESULTS: From 46 articles screened, 7 were included in the review representing 3994 ambulance personnel from Australia, Canada, the United States, the United Kingdom and South Korea. Seven themes were identified, including a need for more training, education and resources regarding sexual assault and harassment, differences in perpetrators, poor experiences with organisations, effects on victims outside the workplace, effects on victims within the workplace, barriers to reporting, and increased prevalence of sexual assault and harassment against women. CONCLUSION: The effect of sexual assault and harassment has far-reaching negative impact on victims' lives. More training and resources are recommended.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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