A MLP based predictive model for risk assessment of workplace violence for emergency nurses in China
We identified a high-risk nurse Persona vulnerable to WPV through unsupervised clustering of personality trait. A robust and generalizable MLP model was developed to stratify WPV risk using accessible demographic features, offering a practical tool for early identification and targeted intervention in occupational health settings.
Authors
- Yan Jiang (ORCID: https://orcid.org/0009-0003-5256-0640)
- Xin-Yue Zhang (ORCID: https://orcid.org/0009-0008-5272-0890)
- Ling Fan
- Kai Liu (ORCID: https://orcid.org/0000-0002-3496-6319)
Institutions
- China Medical University (CN)
Publication Details
- Journal
- BMC Nursing
- Published
- 2025-12-08
- DOI
- https://doi.org/10.1186/s12912-025-04106-5
- Primary Topic
- Workplace Violence and Bullying
- Type
- article
- Field-Weighted Citation Impact
- 0.00