Process mining project methodology in healthcare: a case study in a tertiary hospital

被引:5
|
作者
Pereira, Gustavo Bernardi [1 ]
Santos, Eduardo Alves Portela [2 ]
Maceno, Marcell Mariano Correa [1 ]
机构
[1] Univ Fed Parana, Dept Ind Engn, Ctr Politecn, Ave Coronel Francisco H Santos 100, BR-81530900 Curitiba, Parana, Brazil
[2] Pontificia Univ Catolica Parana, Dept Ind Engn & Syst, R Imac Conceicao 1155, BR-80215901 Curitiba, Parana, Brazil
关键词
Process mining; Tertiary school hospital; Disco; Healthcare; Healthcare management; CLINICAL PATHWAYS; MANAGEMENT; DISCOVERY;
D O I
10.1007/s13721-020-00227-w
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Process mapping in the healthcare environment provides several managerial benefits, which are reflected in the quality of patient care. Among the ways to map the processes, a method called "process mining" has been used in several contexts and has presented interesting results. However, there is a lack of studies focused on the standardisation of the process mining application process. To bridge this gap, the present study developed a methodology for the application of process mining in healthcare entitled Process Mining Project Methodology in Healthcare ((PMHC)-H-2). This methodology was developed over a series of steps involving bibliographical reviews on the methodologies of application of process mining in the general and on applications of process mining in health case studies. The used databases were Scopus, Web of Science, Science Direct, PubMed and Google Scholar. From the articles that met the established quality criteria (relative to the publication source, number of citations, among others), elements that contributed to the deployment process application were identified. Based on these elements, the process mining application methodologies were evaluated and the PM2 was selected as the base model. In addition to the elements extracted from the articles, some more technical aspects were also added to make the PM2 adapted to the health environment, becoming (PMHC)-H-2. Finally, the (PMHC)-H-2 was applied in the Clinical Analysis Laboratory Unit of the Tertiary Clinical Hospital Complex of the Federal University of Parana to be evaluated in a situation with real process models and data. The results show that (PMHC)-H-2 provides more proximity between decision makers (stakeholders) and mining analysts, allowing the objectives to be better defined and, at the end of the project, it is possible to compare the result obtained with the expected of KPIs, for example). In addition, by addressing technical aspects throughout the project stages, the (PMHC)-H-2 provides guidelines for process mining analysts who do not have as much experience in the field.
引用
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页数:14
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