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
  • [31] Process mining for healthcare: Characteristics and challenges
    Munoz-Gama, Jorge
    Martin, Niels
    Fernandez-Llatas, Carlos
    Johnson, Owen A.
    Sepulveda, Marcos
    Helm, Emmanuel
    Galvez-Yanjari, Victor
    Rojas, Eric
    Martinez-Millana, Antonio
    Aloini, Davide
    Amantea, Ilaria Angela
    Andrews, Robert
    Arias, Michael
    Beerepoot, Iris
    Benevento, Elisabetta
    Burattin, Andrea
    Capurro, Daniel
    Carmona, Josep
    Comuzzi, Marco
    Dalmas, Benjamin
    de la Fuente, Rene
    Di Francescomarino, Chiara
    Di Ciccio, Claudio
    Gatta, Roberto
    Ghidini, Chiara
    Gonzalez-Lopez, Fernanda
    Ibanez-Sanchez, Gema
    Klasky, Hilda B.
    Kurniati, Angelina Prima
    Lu, Xixi
    Mannhardt, Felix
    Mans, Ronny
    Marcos, Mar
    de Carvalho, Renata Medeiros
    Pegoraro, Marco
    Poon, Simon K.
    Pufahl, Luise
    Reijers, Hajo A.
    Remy, Simon
    Rinderle-Ma, Stefanie
    Sacchi, Lucia
    Seoane, Fernando
    Song, Minseok
    Stefanini, Alessandro
    Sulis, Emilio
    ter Hofstede, Arthur H. M.
    Toussaint, Pieter J.
    Traver, Vicente
    Valero-Ramon, Zoe
    van de Weerd, Inge
    JOURNAL OF BIOMEDICAL INFORMATICS, 2022, 127
  • [32] Process Mining in Healthcare - Minitrack Introduction -
    Weske, Mathias
    Pufahl, Luise
    Munoz-Gama, Jorge
    Proceedings of the Annual Hawaii International Conference on System Sciences, 2023, 2023-January
  • [33] Process Mining in Healthcare: A Systematic Review
    Batista, Edgar
    Solanas, Agusti
    2018 9TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA), 2018, : 339 - 344
  • [34] On the Feasibility of Distributed Process Mining in Healthcare
    Gatta, Roberto
    Vallati, Mauro
    Lenkowicz, Jacopo
    Masciocchi, Carlotta
    Cellini, Francesco
    Boldrini, Luca
    Fernandez Llatas, Carlos
    Valentini, Vincenzo
    Damiani, Andrea
    COMPUTATIONAL SCIENCE - ICCS 2019, PT V, 2019, 11540 : 445 - 452
  • [35] Process Mining - case study in an industrial assembly process in the shopfloor
    Magnus, Heyd
    Fialho, Joana
    Wanzeller, Cristina
    Silva, Jorge
    PROCEEDINGS OF 2021 16TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI'2021), 2021,
  • [36] Opportunities and challenges for applying process mining in healthcare: a systematic mapping study
    Marcelo Rosano Dallagassa
    Cleiton dos Santos Garcia
    Edson Emilio Scalabrin
    Sergio Ossamu Ioshii
    Deborah Ribeiro Carvalho
    Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 165 - 182
  • [37] Opportunities and challenges for applying process mining in healthcare: a systematic mapping study
    Dallagassa, Marcelo Rosano
    Garcia, Cleiton dos Santos
    Scalabrin, Edson Emilio
    Ioshii, Sergio Ossamu
    Carvalho, Deborah Ribeiro
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 13 (01) : 165 - 182
  • [38] Mining the web through verbs: A case study
    Sazedj, Peyman
    Pinto, H. Sofia
    SEMANTIC WEB: RESEARCH AND APPLICATIONS, PROCEEDINGS, 2007, 4519 : 488 - +
  • [39] Towards the Use of Standardized Terms in Clinical Case Studies for Process Mining in Healthcare
    Helm, Emmanuel
    Lin, Anna M.
    Baumgartner, David
    Lin, Alvin C.
    Kueng, Josef
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2020, 17 (04)
  • [40] A Process Mining Tool for Supporting IoT Security
    Hemmer, Adrien
    Badonnel, Remi
    Francois, Jerome
    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,