Path analysis of coal mine accident risk factors based on the 24Model.

Yiman He, Jizu Li, Min Yu, Yanyu Guo
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Abstract

Objectives: Coal mine accidents seriously affect China's coal safety production and sustainable development. The present study aimed to reveal the risk factors in coal mine accidents and explore the causal relationship among risk factors.

Methods: This study utilized text mining to analyse 450 coal mine accident reports, identifying 50 risk factors and efficiently mapping them into the 24Model. The association rule algorithm was then used to mine the strong association rules among the risk factors within the 24Model, establishing the interaction mechanism among them. Based on the strong association rules, related hypotheses were proposed. Finally, the hierarchical and logical relationships of risk factors within the 24Model were analysed, and the causal and mediating effects were tested by path analysis.

Results: The safety management system has a direct effect on unsafe acts, unsafe conditions, habitual behaviour and organizational safety culture. Moreover, external influence has an effect on unsafe acts, organizational safety culture and habitual behaviour through the mediating effect of the safety management system.

Conclusion: Based on the results obtained, this study proposes a series of specific measures to prevent risks in coal mines, providing a new perspective for the analysis and prevention of accidents.

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基于 24 模型的煤矿事故风险因素路径分析。
目的:煤矿事故严重影响我国煤炭安全生产和可持续发展。本研究旨在揭示煤矿事故的风险因素,探讨风险因素之间的因果关系:本研究利用文本挖掘技术对 450 份煤矿事故报告进行分析,识别出 50 个风险因素,并将其有效映射到 24 模型中。然后利用关联规则算法挖掘 24Model 中风险因素之间的强关联规则,建立风险因素之间的互动机制。根据强关联规则,提出相关假设。最后,分析了 24 模型中各风险因素的层次关系和逻辑关系,并通过路径分析检验了因果效应和中介效应:结果:安全管理系统对不安全行为、不安全条件、习惯性行为和组织安全文化有直接影响。此外,外部影响通过安全管理系统的中介效应对不安全行为、组织安全文化和习惯行为产生影响:根据研究结果,本研究提出了一系列预防煤矿风险的具体措施,为分析和预防事故提供了新的视角。
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来源期刊
CiteScore
4.80
自引率
8.30%
发文量
152
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