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Process Mining in Frail Elderly Care: A Literature Review

机译:Flail老年护理过程中的过程挖掘:文献综述

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Process mining has proved to be a valuable technique for extracting process knowledge from data within information systems. Much work has been conducted in applying process mining to domains such as logistics, banking, transportation and many areas of the government, including healthcare. Frail elderly people who have an increased risk of adverse outcomes are amongst the main users of healthcare services and understanding healthcare processes for the frail elderly is challenging because of their diverse and complex needs combined with an often high number of co-morbidities. This paper aims to provide an overview of work applying process mining techniques to improving the care of frail elderly people. We conducted a literature search using broad criteria to identify 1,047 potential papers followed by a review of titles, abstract and content which identified eight papers where process mining techniques have been successfully applied to the care of frail elderly people. Our review shows that, to date, there has been limited application of process mining to support this important segment of the population. We summarise the results based on five themes that emerged: types of source data and process; geographical location; analysis methodology; medical domain; and challenges. Our paper concludes with a discussion on the issues and opportunities for process mining to improve the care pathways for frail elderly people.
机译:流程挖掘已被证明是从信息系统内从数据中提取流程知识的有价值技术。在将流程挖掘到域名,如物流,银行,运输和政府许多地区,包括医疗保健,已经进行了很多工作。脆弱的老年人有不良反应风险的危险性,是医疗保健服务的主要用户之一,并且了解脆弱年老的医疗过程是挑战,因为它们多样化,复杂的需求与经常大量的共同性状相结合。本文旨在概述应用过程采矿技术的工作概述,以改善脆弱性老年人的照顾。我们使用广泛的标准进行了文献搜索,以确定1,047篇潜在文件,然后审查标题,摘要和内容,其中确定了八篇工艺采矿技术已成功应用于脆弱性老年人的护理。我们的评论显示,迄今为止,在流程挖掘的适用范围内有限,以支持这一重要人口部分。我们根据出现的五个主题总结结果:源数据和过程类型;地理位置;分析方法;医学领域;和挑战。我们的论文讨论了流程采矿的问题和机会,以改善脆弱老人的护理途径。

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