Towards a simulation-based framework for decision support in healthcare quality assessment

被引:4
|
作者
Kisliakovskii, Ilia [1 ]
Balakhontceva, Marina [1 ]
Kovalchuk, Sergey [1 ]
Zvartau, Nadezhda [1 ,2 ]
Konradi, Alexandra [1 ,2 ]
机构
[1] ITMO Univ, St Petersburg, Russia
[2] Almazov Natl Med Res Ctr, St Petersburg, Russia
基金
俄罗斯科学基金会;
关键词
value-based medicine; decision support system; simulation in healthcare; healthcare quality assessment; agent-based modeling; discrete-event simulation; NURSE WORKLOAD; HOSPITALS;
D O I
10.1016/j.procs.2017.11.178
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article describes a simulation framework for healthcare quality assessment from the perspective of management and corresponding decision-makers. The proposed framework will allow simulating "what-it" scenarios and getting alternative outcomes in case of decision support systems. In our research, we are dealing with heterogeneous data sources, which combine within data-flow processes. The data flow of the presented framework conceptually combines several modeling methods: discrete-event simulation, agent-based modeling and also includes data analysis. The experiments were executed based on data from the Almazov National Medical Research Centre hospital information and access control systems. (C) 2018 The Authors. Published by Elsevier B.V.
引用
收藏
页码:207 / 214
页数:8
相关论文
共 50 条
  • [1] A generalised framework for simulation-based decision support for manufacturing
    AlDurgham, Mohammed M.
    Barghash, Mahmoud A.
    [J]. PRODUCTION PLANNING & CONTROL, 2008, 19 (05) : 518 - 534
  • [2] TOWARDS A FRAMEWORK FOR SIMULATION-BASED EVALUATION OF PERSONAL DECISION SUPPORT SYSTEMS FOR FLOOD EVACUATION
    Knyazkov, Konstantin
    Balakhontceva, Marina
    Ivanov, Sergey
    [J]. GEOCONFERENCE ON INFORMATICS, GEOINFORMATICS AND REMOTE SENSING, VOL I, 2014, : 883 - 893
  • [3] A simulation-based approach for decision-support in healthcare processes
    Ruiz, Mercedes
    Orta, Elena
    Sanchez, Juan
    [J]. SIMULATION MODELLING PRACTICE AND THEORY, 2024, 136
  • [4] Simulation-based decision support framework for dynamic ambulance redeployment in Singapore
    Lam, Sean Shao Wei
    Ng, Clarence Boon Liang
    Nguyen, Francis Ngoc Hoang Long
    Ng, Yih Yng
    Ong, Marcus Eng Hock
    [J]. INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS, 2017, 106 : 37 - 47
  • [5] A SIMULATION-BASED DECISION SUPPORT SYSTEM TO MODEL COMPLEX DEMAND DRIVEN HEALTHCARE FACILITIES
    Thorwarth, Michael
    Arisha, Amr
    [J]. 2012 WINTER SIMULATION CONFERENCE (WSC), 2012,
  • [6] Decision Support for Simulation-Based Operation Planning
    Schubert, Johan
    Horling, Pontus
    [J]. MODELING AND SIMULATION FOR DEFENSE SYSTEMS AND APPLICATIONS XI, 2016, 9848
  • [7] Simulation-based Optimization and Decision Support for Papermaking
    Hamalainen, J.
    Madetoja, E.
    Ruotsalainen, H.
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON PULPING, PAPERMAKING AND BIOTECHNOLOGY 2008: ICPPB '08, VOL I, 2008, : 612 - 618
  • [8] Simulation-Based Decision Support for Agrivoltaic Systems
    Bellone, Yuri
    Croci, Michele
    Impollonia, Giorgio
    Zad, Amirhossein Nik
    Colauzzi, Michele
    Campana, Pietro Elia
    Amaducci, Stefano
    [J]. APPLIED ENERGY, 2024, 369
  • [9] Simulation-Based Assessment and the Regulation of Healthcare Professionals
    Holmboe, Eric
    Rizzolo, Mary Ann
    Sachdeva, Ajit K.
    Rosenberg, Morton
    Ziv, Amitai
    [J]. SIMULATION IN HEALTHCARE-JOURNAL OF THE SOCIETY FOR SIMULATION IN HEALTHCARE, 2011, 6 : S58 - S62
  • [10] A multi-objective decision support framework for simulation-based security control selection
    Kiesling, Elmar
    Strauss, Christine
    Stummer, Christian
    [J]. 2012 SEVENTH INTERNATIONAL CONFERENCE ON AVAILABILITY, RELIABILITY AND SECURITY (ARES), 2012, : 454 - 462