Analogize Process Mining Techniques in Healthcare: Sepsis Case Study

被引:0
|
作者
Kukreja, Guneet [1 ]
Batra, Shalini [1 ]
机构
[1] Thapar Univ, Comp Sci & Engn, Patiala, Punjab, India
关键词
Process Mining; PROM; Healthcare; Sepsis Event Log;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Process mining is a bridge between performance and compliance or super glue between process and data oriented analysis. Healthcare organizations are facing the challenges to extract dynamic, complex and cross-functional processes. The issues related to improper data management, collaboration and coordination make the careflows convoluted to perceive. In this paper, we are examining the event log embracing the events of sepsis cases from a hospital. Sepsis is a life threatening condition typically caused by an infection. The events were recorded by the ERP system of the hospital. The research objective is to investigate this healthcare process for two stances: control flow and conformance perusal. Varied process mining techniques are used for exploration and collation of their operation with the event log. We have extracted the useful facts from event logs in form of MXML/XES format, importing in a PROM framework and scrutinize the pathways followed by distinct processes. The results of these stances provide new discernment that facilitates the refinement of the prevailing procedure.
引用
收藏
页码:482 / 487
页数:6
相关论文
共 50 条
  • [1] Process mining in healthcare - A case study
    Mans, R. S.
    Schonenberg, M. H.
    Song, M.
    van der Aalst, W. M. P.
    Bakker, P. J. M.
    HEALTHINF 2008: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON HEALTH INFORMATICS, VOL 1, 2008, : 118 - +
  • [2] Supporting Governance in Healthcare Through Process Mining: A Case Study
    Agostinelli, Simone
    Covino, Federico
    D'Agnese, Giampaolo
    De Crea, Carmela
    Leotta, Francesco
    Marrella, Andrea
    IEEE ACCESS, 2020, 8 : 186012 - 186025
  • [3] Application of Process Mining in Healthcare - A Case Study in a Dutch Hospital
    Mans, R. S.
    Schonenberg, M. H.
    Song, A.
    van der Aalst, W. M. P.
    Bakker, P. J. M.
    BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES, 2008, 25 : 425 - +
  • [4] Healthcare service process modeling using process mining techniques
    Zhu, Peng
    Huang, Bi-Qing
    Xue, Xiao
    Wu, Cheng
    Wu, Yun
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2010, 16 (12): : 2749 - 2756
  • [5] Towards Process Mining of EMR Data Case Study for Sepsis Management
    de Vries, Gert-Jan
    Quintano Neira, Ricardo Alfredo
    Geleijnse, Gijs
    Dixit, Prabhakar
    Mazza, Bruno Franco
    PROCEEDINGS OF THE 10TH INTERNATIONAL JOINT CONFERENCE ON BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES, VOL 5: HEALTHINF, 2017, : 585 - 593
  • [6] Process mining project methodology in healthcare: a case study in a tertiary hospital
    Pereira, Gustavo Bernardi
    Santos, Eduardo Alves Portela
    Maceno, Marcell Mariano Correa
    NETWORK MODELING AND ANALYSIS IN HEALTH INFORMATICS AND BIOINFORMATICS, 2020, 9 (01):
  • [7] Correction to: Process mining project methodology in healthcare: a case study in a tertiary hospital
    Gustavo Bernardi Pereira
    Eduardo Alves Portela Santos
    Marcell Mariano Corrêa Maceno
    Network Modeling Analysis in Health Informatics and Bioinformatics, 2020, 9
  • [8] WORKSHIFT SCHEDULING USING OPTIMIZATION AND PROCESS MINING TECHNIQUES: AN APPLICATION IN HEALTHCARE
    Guastalla, Alberto
    Sulis, Emilio
    Aringhieri, Roberto
    Branchi, Stefano
    Di Francescomarino, Chiara
    Ghidini, Chiara
    2022 WINTER SIMULATION CONFERENCE (WSC), 2022, : 1116 - 1127
  • [9] Process Mining for Healthcare Process Analytics
    Erdogan, Tugba
    Tarhan, Ayca
    PROCEEDINGS OF 2016 JOINT CONFERENCE OF THE INTERNATIONAL WORKSHOP ON SOFTWARE MEASUREMENT AND THE INTERNATIONAL CONFERENCE ON SOFTWARE PROCESS AND PRODUCT MEASUREMENT (IWSM-MENSURA), 2016, : 125 - 130
  • [10] 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,