医疗保健中参与式基于代理的建模:特定于领域的建模语言方法

Thomas Godfrey
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引用次数: 0

摘要

传染病的管理是医院急诊科的一个关键问题。参与式主体模型(ABM)是一种有效的方法,可以捕获和评估潜在的感染控制干预措施,而不会产生实际成本。然而,典型的参与式建模方法在实现过程中使用通用编程语言或技术上复杂的面向代理的dsl。这些语言通常是ED人员无法访问的,这使得在领域分析期间的交流变得困难,并降低了模型设计的可追溯性。我们认为,高度抽象的领域特定建模语言(dsml)可以帮助改进ABM开发对ED涉众的可访问性,允许他们更有效地参与模型设计和实验。而不是在平台级开发DSML(即使用ABM概念),我们提出了一个DSML,它使用高度抽象的领域级语法,特定于ED领域。我们介绍了该DSML的当前迭代,以及在模型和DSML开发期间使用的参与式建模方法的愿景。我们与伦敦圣托马斯医院合作讨论正在进行的建模案例研究,并提出初步的DSML经验评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Participatory agent-based modelling in healthcare: a domain-specific modelling language approach
Management of infectious diseases is a critical issue in hospital emergency departments (ED). Participatory agent-based modelling (ABM) is an effective method of capturing and evaluating potential infection control interventions without incurring real-world costs. However, typical participatory modelling approaches use general-purpose programming languages or technically complex agent-oriented DSMLs during implementation. These languages are often inaccessible to ED staff, making communication difficult during domain analysis and reducing the traceability of model design. We argue that high-abstraction domain-specific modelling languages (DSMLs) can help improve the accessibility of ABM development to ED stakeholders, allowing them to engage more effectively in model design and experimentation. Rather than developing a DSML at the platform-level (i.e. using ABM concepts) we present a DSML that uses a highly-abstract domain-level syntax, specific to the ED domain. We present the current iteration of this DSML, and the vision for a participatory modelling methodology to be used during model and DSML development. We discuss ongoing modelling case studies in collaboration with St Thomas' Hospital in London and present an initial DSML empirical evaluation.
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