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.

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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
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article

A MLP based predictive model for risk assessment of workplace violence for emergency nurses in China

Yan Jiang, Xin-Yue Zhang, Ling Fan, Kai Liu
BMC Nursing
Workplace Violence and Bullying
article

A MLP based predictive model for risk assessment of workplace violence for emergency nurses in China

Yan Jiang, Xin-Yue Zhang, Ling Fan, Kai Liu
article en

Abstract

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.

BMC NursingVol. 24(1)
China Medical University (CN)
Openalex Percentile: Top 52%
Workplace Violence and Bullying
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