On simulation reuse in healthcare applications.

IF 1.7 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Steffen Zschaler, Navonil Mustafee, Alison Harper, Thomas Monks, Bhakti Stephan Onggo, Christine S M Currie, Fiona Polack
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Abstract

Simulation remains a promising technology in healthcare operations research and process optimisation. However, while there have been many research projects applying simulation in this context, the level of sustained uptake in healthcare practice has been lower. We conjecture that an important reason for this is the time, cost and complexity of developing simulation models. Therefore, being able to reuse models would be key to improving uptake of simulation in healthcare. Conventional practice is that simulation models are developed from scratch for every new problem. In this paper, we review current strategies for model reuse in the healthcare context, aiming to identify complementary techniques for model reuse available to healthcare modellers and managers. Specifically, we identify three different modes of model reuse - forming a triadic framework - each prioritising a different aspect: FAIR and open-science aspects of model reuse; reusable conceptual simulation domains through modelling languages and transformations; and black-box model(-component) reuse including distributed simulation. We show how these three perspectives complement and enhance each other. We believe that developing concrete mechanisms and tools for leveraging the relationships between the three different modes of model reuse will be key to increasing the uptake of simulation modelling in healthcare practice.

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关于医疗保健应用程序中的模拟重用。
在医疗保健运营研究和流程优化中,仿真仍然是一项很有前途的技术。然而,虽然有许多研究项目在这种情况下应用模拟,但在医疗保健实践中持续吸收的水平一直较低。我们推测,造成这种情况的一个重要原因是开发仿真模型的时间、成本和复杂性。因此,能够重用模型将是提高医疗保健中对模拟的吸收的关键。传统的做法是为每个新问题从头开始开发仿真模型。在本文中,我们回顾了医疗保健上下文中模型重用的当前策略,旨在确定医疗保健建模人员和管理人员可用的模型重用补充技术。具体来说,我们确定了三种不同的模型重用模式——形成了一个三元框架——每种模式优先考虑一个不同的方面:模型重用的公平和开放科学方面;通过建模语言和转换实现可重用的概念仿真域;黑盒模型(组件)复用包括分布式仿真。我们将展示这三种观点是如何相互补充和增强的。我们认为,开发具体的机制和工具来利用三种不同的模型重用模式之间的关系,将是在医疗保健实践中增加模拟建模的关键。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.50
自引率
31.20%
发文量
60
审稿时长
3 months
期刊介绍: SIMULATION is a peer-reviewed journal, which covers subjects including the modelling and simulation of: computer networking and communications, high performance computers, real-time systems, mobile and intelligent agents, simulation software, and language design, system engineering and design, aerospace, traffic systems, microelectronics, robotics, mechatronics, and air traffic and chemistry, physics, biology, medicine, biomedicine, sociology, and cognition.
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