Department of Occupational Health and Safety Engineering, Damghan School of Public Health, Semnan University of Medical Sciences, Semnan, Iran.
MSC in Ergonomics, Semnan University of Medical Sciences, Semnan, Iran.
Work. 2024;79(3):1357-1367. doi: 10.3233/WOR-240178.
Occupational accidents remain a critical challenge for healthcare professionals.
In the present study, using the Bayesian network (BN) approach association among resilience, job satisfaction, stress, and occupational accidents among healthcare professionals is examined.
Data was gathered using several valid questionnaires. The BN approach was utilized to analyze the r5/31/2024ionships between the variables of the current study. The performance of BN analysis was evaluated using related indexes.
In total, 300 healthcare professionals participated in this study. Results showed that almost 23% of healthcare professionals had experienced occupational accidents. Results of the sensitivity analysis demonstrated that job satisfaction had the most significant influence on occupational accidents in healthcare settings. The belief updating analysis results showed that by increasing job satisfaction and decreasing stress of healthcare professionals the occurrence of occupational accidents decreased 9.8% and 6.4%, respectively. Moreover, decreasing the stress of healthcare professionals can lead to an increase in the level of job satisfaction. Evaluation indexes showed that the performance of the developed BN was acceptable (error rate: 16.09).
The Findings reveal that both job satisfaction and stress had a significant influence on occupational accidents in healthcare professionals. Moreover, by influencing job satisfaction and stress, resilience can indirectly affect occupational accidents.
职业事故仍然是医疗保健专业人员面临的一个重大挑战。
本研究采用贝叶斯网络（BN）方法，探讨了韧性、工作满意度、压力与医疗保健专业人员职业事故之间的关系。
使用多个有效的问卷收集数据。采用 BN 方法分析了当前研究变量之间的关系。使用相关指标评估 BN 分析的性能。
共有 300 名医疗保健专业人员参与了这项研究。结果表明，近 23%的医疗保健专业人员曾经历过职业事故。敏感性分析的结果表明，工作满意度对医疗保健环境中的职业事故有最显著的影响。置信度更新分析结果表明，通过提高医疗保健专业人员的工作满意度和降低压力，职业事故的发生率分别降低了 9.8%和 6.4%。此外，降低医疗保健专业人员的压力可以提高他们的工作满意度。评估指标表明，所开发的 BN 的性能是可接受的（错误率：16.09）。
研究结果表明，工作满意度和压力对医疗保健专业人员的职业事故都有显著影响。此外，韧性可以通过影响工作满意度和压力，间接影响职业事故。
