Supporting Governance in Healthcare Through Process Mining: A Case Study

被引:8
|
作者
Agostinelli, Simone [1 ]
Covino, Federico [2 ]
D'Agnese, Giampaolo [3 ]
De Crea, Carmela [3 ]
Leotta, Francesco [1 ]
Marrella, Andrea [1 ]
机构
[1] Sapienza Univ Rome, Dept Comp Control & Management Engn, I-00185 Rome, Italy
[2] Order Engineers, Tech Commiss Hlth Informat Syst, I-00197 Rome, Italy
[3] San Carlo Nancy Hosp, GVM Care & Res, I-00165 Rome, Italy
来源
IEEE ACCESS | 2020年 / 8卷
基金
欧盟地平线“2020”;
关键词
Hospitals; Data mining; PROM; Data models; Information systems; Social networking (online); Healthcare; process mining; ProM; NETWORKS;
D O I
10.1109/ACCESS.2020.3030318
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Healthcare organizations are under increasing pressure to improve productivity, gain competitive advantage and reduce costs. In many cases, despite management already gained some kind of qualitative intuition about inefficiencies and possible bottlenecks related to the enactment of patientsx2019; careflows, it does not have the right tools to extract knowledge from available data and make decisions based on a quantitative analysis. To tackle this issue, starting from a real case study conducted in San Carlo di Nancy hospital in Rome (Italy), this article presents the results of a process mining project in the healthcare domain. Process mining techniques are here used to infer meaningful knowledge about the patient careflows from raw event logs consisting of clinical data stored by the hospital information systems. These event logs are analyzed using the ProM framework from three different perspectives: the control flow perspective, the organizational perspective and the performance perspective. The results on the proposed case study show that process mining provided useful insights for the governance of the hospital. In particular, we were able to provide answers to the management of the hospital concerning the value of last investments, and the temporal distribution of abandonments from emergency room and exams without reservation.
引用
收藏
页码:186012 / 186025
页数:14
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