类比过程挖掘技术在医疗保健:败血症案例研究

Guneet Kukreja, Shalini Batra
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引用次数: 7

摘要

过程挖掘是性能和遵从性之间的桥梁,或者是过程和面向数据的分析之间的强力粘合剂。医疗保健组织正面临着提取动态、复杂和跨职能流程的挑战。与不当的数据管理、协作和协调相关的问题使护理流程难以理解。在本文中,我们正在检查事件日志,包括从医院脓毒症病例的事件。败血症是一种威胁生命的疾病,通常由感染引起。这些事件被医院的ERP系统记录下来。研究的目的是从两个角度来研究这个医疗保健过程:控制流和一致性细读。各种过程挖掘技术用于探索和整理它们与事件日志的操作。我们已经以MXML/XES格式从事件日志中提取了有用的事实,导入到PROM框架中,并仔细检查了不同过程所遵循的路径。这些立场的结果提供了新的辨别,促进了现行程序的改进。
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Analogize process mining techniques in healthcare: Sepsis case study
Process mining is a bridge between performance and compliance or super glue between process and data oriented analysis. Healthcare organizations are facing the challenges to extract dynamic, complex and cross-functional processes. The issues related to improper data management, collaboration and coordination make the careflows convoluted to perceive. In this paper, we are examining the event log embracing the events of sepsis cases from a hospital. Sepsis is a life threatening condition typically caused by an infection. The events were recorded by the ERP system of the hospital. The research objective is to investigate this healthcare process for two stances: control flow and conformance perusal. Varied process mining techniques are used for exploration and collation of their operation with the event log. We have extracted the useful facts from event logs in form of MXML/XES format, importing in a PROM framework and scrutinize the pathways followed by distinct processes. The results of these stances provide new discernment that facilitates the refinement of the prevailing procedure.
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