基于马尔科夫模型和故障树分析的改进混合方法在急诊医学心肺复苏过程中的人的可靠性分析

Shiva Rasouli, Katayoon Eshkofti, S. Hosseini, E. Pishbin
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摘要

简介:在急诊科(ED),人的可靠性评估是提高治疗质量和预防医疗事故的关键。医疗事故被表述为由于提供医疗服务的医生或护士的疏忽而对病人造成的伤害。本研究旨在评估心肺复苏过程中人为的可靠性,并提出一些建议,以减少人为错误,提高患者的安全。材料与方法:根据美国心脏协会(AHA)的角色,确定心肺复苏过程中的主要因素(如胸部按压的频率和深度以及通气的频率)。在伊朗马什哈德伊玛目礼萨医院(Imam Reza Hospital)的急诊科和心肺复苏术室中记录了三个月的夜班数据。共收集42个样本,提出基于故障树分析和马尔可夫方法的改进混合方法,对心肺复苏团队(包括急诊医学、医学实习生和护士)在复苏过程中的可靠性进行分析。最后,利用R软件采用Boruta算法选取重要的基本事件(误差)。结果:采用基于fta - markov的混合方法计算心肺复苏过程中的人的可靠性。利用Boruta算法的敏感性分析和所提出的混合方法进行的人的可靠性分析结果表明,节律控制的胸按压过程、心肺复苏周期、胸按压深度和可逆原因的讨论之间的中断是影响心肺复苏过程人的可靠性的最有效因素。结论:首次使用基于FTA和Markov方法的混合方法评估了ED中心肺复苏过程的人为可靠性。为了提高心肺复苏过程中的救治质量,防止医疗事故的发生,首先识别了心肺复苏过程中的主要影响因素,然后采用所提出的混合方法计算了人的可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Human Reliability Analysis for Cardiopulmonary Resuscitation Process in Emergency Medicine Using a Modified Hybrid Method Based on the Markov Model and Fault Tree Analysis
Introduction:In emergency departments (ED), human reliability assessment is essential for improving the quality of treatment and preventing medical accidents. A medical accident is expressed as an injury to a patient caused by the negligence of a doctor or nurse who is providing medical care. This study aimed to assess the human reliability in the cardiopulmonary resuscitation (CPR) process and recommend some comments to minimize human errors and improve patient safety.Materials and Methods: The main factors in the CPR process (such as rate and depth of chest compression and rate of ventilation) are identified based on the American heart association (AHA) roles. Data were recorded during three months in the evening shifts in the ED and CPR room of Imam Reza Hospital in Mashhad, Iran. In total, 42 samples were collected, and a modified hybrid approach according to the fault tree analysis and Markov method was proposed for the analysis of CPR team (including emergency medicine, medical interns, and nurses) reliability in the resuscitation process. Finally, the important basic events (errors) were selected using the Boruta algorithm by R software.Results: An FTA-Markov-based hybrid method is considered to compute the human reliability in the CPR process. The obtained results from human reliability analysis using the sensitivity analysis via Boruta algorithm and the proposed hybrid method show that an interrupt between chest compression process for rhythm control, the cycle of CPR, the depth of chest compression, and the discussion about reversible causes are the most effective factors in the human reliability of CPR process.Conclusion:The human reliability of the CPR process in the ED has been assessed using a hybrid method based on the FTA and Markov method for the first time. To improve the quality of treatment and prevent medical accidents during the CPR process, the main factors in the process are identified, and then, the proposed hybrid method is used to calculate human reliability.
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