Related Experiment Video
Updated: Sep 18, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Factors Influencing Nurses' Intention to Report Adverse Nursing Events in a Tertiary Hospital Using a Random Forest
Yuxuan Chen1, Wanhong Ding2, Jianming Xu2
1Nursing Department, Zhongshan Hospital, Fudan University, China; Fudan University, China.
Purpose:
The goal of this study was to explore the current status and influencing factors of nurses' intention to report adverse nursing events, using a random forest model to rank and select these factors.
Methods:
In August 2024, a survey was conducted among nurses at a tertiary hospital in Shanghai using a convenience sampling method. The instruments included the General Information Questionnaire, the Intention to Report Questionnaire, the Reporting of Clinical Adverse Effects Scale (RoCAES), and the Reporting Barrier Questionnaire. A random forest model and stepwise multiple linear regression were used to analyze the factors influencing nurses' intention to report nursing adverse events.
Results:
The median total score for the intention to report adverse events among 823 nurses was 14 (range: 0 to 15). Lasso regression identified eight key factors influencing the intention to report adverse events: professional title, whether the nurse had reported adverse events, age, punitive culture, reporting process, reporting significance, reporting purpose, and reporting environment. Stepwise regression analysis revealed that younger nurses, those with no prior reporting experience, and those who perceived reporting as important had a higher intention to report adverse events. Additionally, nurses were more likely to report adverse events when the hospital's reporting process was simpler and the culture was less punitive.
Conclusions:
Nurses' intention to report adverse events in nursing is moderate. Nursing managers should consider these influencing factors holistically and implement targeted measures to enhance nurses' intention to report, thereby improving nursing quality and patient safety.
More Related Videos
07:13Comparison of Predictive Performance of Three Lymph Node Staging Systems in Colorectal Signet Ring Cell Carcinoma Based on Machine Learning Model
Published on: April 18, 2025
12:18A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Related Concept Videos
Types of Reports II: Incident or Occurrence Report
Purposes:
In the healthcare industry, reports play a crucial role in documenting incidents within an agency. The primary objective of these reports is to ensure patient safety, uphold the...
Current Trends in Nursing II
Nursing Interventions II: Selecting and Classifying the Nursing Interventions
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
Current Trends in Nursing I
Healthcare Associated Infections II: Preventive Measures
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...