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
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