A Finite-State Machine Approach to Study Patients Dropout From Medical Examinations

A. M. Ponsiglione, M. Romano, Francesco Amato
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引用次数: 15

Abstract

With the burden of COVID-19, serious lacks in health facilities have emerged and novel solutions have been proposed to redesign the organizational model of healthcare systems. In particular, reduction in hospital occupancies has been recommended in order to avoid overcrowding of the facility and prevent patients from leaving without being seen (LWBS) by medical doctors. In this context, the use of simulation models could be an effective tool to test what-if scenarios and build more robust and resilient models of healthcare processes. In this work, we take advantage of the power discrete event systems theory to design a finite-state machine for monitoring the patient flow during a generic care process and to study the LWBS phenomenon by assessing the dropout rate as a function of both the healthcare service performance and the crowding of the department. The patient's behavior and process dynamics are tested under different simulated scenarios. The proposed methodological approach could provide a generalized framework for the design of novel healthcare organizational models as well as real-time systems for monitoring crucial healthcare performance indicators, such as overcrowding and LWBS rate.
基于有限状态机方法的退诊患者研究
在COVID-19的负担下,卫生设施出现了严重不足,并提出了新的解决方案来重新设计卫生保健系统的组织模式。特别是,建议减少医院的占用率,以避免设施过度拥挤,防止病人在没有医生诊治的情况下离开。在这种情况下,使用模拟模型可能是一种有效的工具,可以测试假设场景,并构建更健壮、更有弹性的医疗保健流程模型。在这项工作中,我们利用功率离散事件系统理论设计了一个有限状态机,用于监测一般护理过程中的患者流量,并通过评估辍学率作为医疗服务绩效和部门拥挤的函数来研究LWBS现象。在不同的模拟场景下测试患者的行为和过程动力学。所提出的方法方法可以为设计新的医疗保健组织模型以及监测关键医疗保健绩效指标(如过度拥挤和LWBS率)的实时系统提供一个通用框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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