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Applying dynamic simulation modeling methods in health care delivery research - the SIMULATE checklist: Report of the ISPOR simulation modeling emerging good practices task force

机译:动态模拟建模方法在医疗保健研究中的应用-模拟清单:ISPOR模拟建模新兴良好实践工作组的报告

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摘要

Health care delivery systems are inherently complex, consisting of multiple tiers of interdependent subsystems and processes that are adaptive to changes in the environment and behave in a nonlinear fashion. Traditional health technology assessment and modeling methods often neglect the wider health system impacts that can be critical for achieving desired health system goals and are often of limited usefulness when applied to complex health systems. Researchers and health care decision makers can either underestimate or fail to consider the interactions among the people, processes, technology, and facility designs. Health care delivery system interventions need to incorporate the dynamics and complexities of the health care system context in which the intervention is delivered. This report provides an overview of common dynamic simulation modeling methods and examples of health care system interventions in which such methods could be useful. Three dynamic simulation modeling methods are presented to evaluate system interventions for health care delivery: system dynamics, discrete event simulation, and agent-based modeling. In contrast to conventional evaluations, a dynamic systems approach incorporates the complexity of the system and anticipates the upstream and downstream consequences of changes in complex health care delivery systems. This report assists researchers and decision makers in deciding whether these simulation methods are appropriate to address specific health system problems through an eight-point checklist referred to as the SIMULATE (System, Interactions, Multilevel, Understanding, Loops, Agents, Time, Emergence) tool. It is a primer for researchers and decision makers working in health care delivery and implementation sciences who face complex challenges in delivering effective and efficient care that can be addressed with system interventions. On reviewing this report, the readers should be able to identify whether these simulation modeling methods are appropriate to answer the problem they are addressing and to recognize the differences of these methods from other modeling approaches used typically in health technology assessment applications.
机译:卫生保健提供系统本质上是复杂的,由多层相互依存的子系统和过程组成,这些子系统和过程适应环境的变化并以非线性方式运行。传统的卫生技术评估和建模方法通常忽略了更广泛的卫生系统影响,这对于实现所需的卫生系统目标可能至关重要,并且在应用于复杂的卫生系统时,其作用往往有限。研究人员和医疗保健决策者可能会低估或不考虑人员,流程,技术和设施设计之间的相互作用。卫生保健提供系统干预措施需要结合提供干预措施的卫生保健系统环境的动态性和复杂性。本报告概述了常见的动态模拟建模方法,并列举了其中有用的医疗保健系统干预措施示例。提出了三种动态仿真建模方法来评估用于卫生保健提供的系统干预措施:系统动力学,离散事件仿真和基于代理的建模。与常规评估相反,动态系统方法结合了系统的复杂性,并预测了复杂的医疗服务系统变化的上游和下游后果。该报告可帮助研究人员和决策者通过称为SIMULATE(系统,交互,多级,理解,循环,代理,时间,紧急情况)工具的八点清单来确定这些模拟方法是否适合解决特定的卫生系统问题。 。它是从事医疗保健提供和实施科学工作的研究人员和决策者的入门书,他们在提供有效和高效的医疗保健方面面临着复杂的挑战,可以通过系统干预来解决这些挑战。通过阅读本报告,读者应该能够确定这些模拟建模方法是否适合解决他们要解决的问题,并认识到这些方法与健康技术评估应用中通常使用的其他建模方法之间的差异。

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