过程挖掘在医疗保健序列探索中的适用性

Krisztina Tóth, Károly Machalik, G. Fogarassy, Ágnes Vathy-Fogarassy
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引用次数: 9

摘要

过程挖掘是一种广泛的方法,用于探索不同部门的各种过程。过程挖掘技术可以揭示实际过程的局限性和偏差,从而为过程管理提出改进措施。这种方法也可以成功地用于医疗保健领域,尽管存在一些特殊的特性,使医疗保健事件序列变得不同寻常。在这项工作中,我们概述了医疗保健过程挖掘的困难,并指出了医疗保健过程和工业过程的主要区别。基于这些陈述,我们给出了管理医疗保健流程挖掘中遇到的问题的建议,并提出了一个工作流来生成更精确的流程模型。通过一个案例研究,我们分析了大肠癌患者的医疗护理,提出了建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Applicability of process mining in the exploration of healthcare sequences
Process mining is a widespread methodology for exploring various processes of different sectors. With the help of process mining techniques the limitations and deviations of the real processes can be revealed, and by these means improving steps can be suggested in process management. This methodology can be successfully used in the healthcare domain as well, although there are special features, which make healthcare event sequences unusual. In this work, we give an overview of the difficulties of healthcare process mining, and we point out the main differences of healthcare and industrial processes. Based on these statements, we give recommendations for managing the problems encountered in healthcare process mining and suggest a workflow to generate more precise process models. The recommendations are presented through a case study, in which we analyzed the medical care of colorectal cancer patients.
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