Supporting Governance in Healthcare Through Process Mining: A Case Study

被引:13
|
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
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
相关论文
共 50 条
  • [21] Divide and Conquer: A Tool Framework for Supporting Decomposed Discovery in Process Mining
    Verbeek, H. M. W.
    van der Aalst, W. M. P.
    Munoz-Gama, J.
    COMPUTER JOURNAL, 2017, 60 (11): : 1649 - 1674
  • [22] Toward Value-Based Healthcare through Interactive Process Mining in Emergency Rooms: The Stroke Case
    Ibanez-Sanchez, Gema
    Fernandez-Llatas, Carlos
    Martinez-Millana, Antonio
    Celda, Angeles
    Mandingorra, Jesus
    Aparici-Tortajada, Lucia
    Valero-Ramon, Zoe
    Munoz-Gama, Jorge
    Sepulveda, Marcos
    Rojas, Eric
    Galvez, Victor
    Capurro, Daniel
    Traver, Vicente
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2019, 16 (10)
  • [23] Process Mining: Towards Comparability of Healthcare Processes
    Helm, Emmanuel
    Kueng, Josef
    INFORMATION TECHNOLOGY IN BIO- AND MEDICAL INFORMATICS, 2016, 9832 : 249 - 252
  • [24] Process Mining to Knowledge Discovery in Healthcare Processes
    Riz, Gustavo
    Portela Santos, Eduardo Alves
    Rocha Loures, Eduardo de Freitas
    TRANSDISCIPLINARY ENGINEERING: CROSSING BOUNDARIES, 2016, 4 : 1019 - 1028
  • [25] Combining Process Mining and Process Simulation in Healthcare: A Literature Review
    Salas, Evelyn
    Arias, Michael
    Aguirre, Santiago
    Rojas, Eric
    IEEE ACCESS, 2024, 12 : 172562 - 172580
  • [26] The Case Ordering Problem in Surgical Procedural Training through Process Mining
    Cornejo, Felipe
    Fazio, Cristian
    Munoz-Gama, Jorge
    Sepulveda, Marcos
    Fuentes, Ricardo
    de la Fuente, Rene
    2019 38TH INTERNATIONAL CONFERENCE OF THE CHILEAN COMPUTER SCIENCE SOCIETY (SCCC), 2019,
  • [27] A Process Mining Approach for Supporting IoT Predictive Security
    Hemmer, Adrien
    Badonnel, Remi
    Chrisment, Isabelle
    NOMS 2020 - PROCEEDINGS OF THE 2020 IEEE/IFIP NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM 2020: MANAGEMENT IN THE AGE OF SOFTWARIZATION AND ARTIFICIAL INTELLIGENCE, 2020,
  • [28] Managing Business Process Variability Through Process Mining and Semantic Reasoning: An Application in Healthcare
    Detro, Silvana Pereira
    Portela Santos, Eduardo Alves
    Panetto, Herve
    Rocha Loures, Eduardo de Freitas
    Lezoche, Mario
    COLLABORATION IN A DATA-RICH WORLD, 2017, 506 : 333 - 340
  • [29] A Case Study of Process Mining in Auditing
    Barboza, Thais Mester
    Santoro, Flavia Maria
    Revoredo, Kate Cerqueira
    Costa, Rosa M. M.
    PROCEEDINGS OF THE XV BRAZILIAN SYMPOSIUM ON INFORMATION SYSTEMS, SBSI 2019: Complexity on Modern Information Systems, 2019,
  • [30] Declarative process mining in healthcare
    Rovani, Marcella
    Maggi, Fabrizio M.
    de Leoni, Massimiliano
    van der Aalst, Wil M. P.
    EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (23) : 9236 - 9251