Workplace Violence in Healthcare Settings: A Scoping Review of Guidelines and Systematic Reviews
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
Workplace violence in healthcare settings is alarmingly common and represents significant financial and human cost. The aim of this scoping review was to identify and summarize evidence on strategies to prevent and/or manage workplace violence in healthcare settings. Searches were limited to evidence-based clinical practice guidelines and systematic reviews published between 2015 and 2021. Multiple databases were searched and screened. Quality of the included guidelines and reviews was also assessed. Three guidelines and 33 systematic reviews were included. Both the Occupational Safety and Health Administration 2015 and Registered Nurses’ Association of Ontario 2019 guidelines provided useful recommendations for building a comprehensive prevention program. Evidence-based risk assessment, prevention and management, and education and training are all central components. Regular reassessment and adjustment is required. Included reviews ( n = 33) were grouped into five main categories: violence toward nurses ( n = 10); violence toward healthcare workers in general ( n = 8); violence in the emergency department ( n = 5); violence related to mental health ( n = 5); and measurement related to workplace violence ( n = 5). Multicomponent interventions were often more effective than those applied in isolation. We found consistent support for certain strategies including education and training, post-incident debriefing, multidisciplinary rapid response teams, and environmental modifications; however, the strength of evidence and certainty of conclusions were limited across reviews. This scoping review found that strong leadership that cultivates and enforces a culture of inclusivity, support, and respect is a prerequisite for a successful workplace violence prevention program. Rigorous comparative effectiveness research testing interventions are needed.
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 | 0.014 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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