Method "Monte Carlo" in healthcare.

Tsvetelina Velikova, Niya Mileva, Emilia Naseva
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Abstract

In public health, simulation modeling stands as an invaluable asset, enabling the evaluation of new systems without their physical implementation, experimentation with existing systems without operational adjustments, and testing system limits without real-world repercussions. In simulation modeling, the Monte Carlo method emerges as a powerful yet underutilized tool. Although the Monte Carlo method has not yet gained widespread prominence in healthcare, its technological capabilities hold promise for substantial cost reduction and risk mitigation. In this review article, we aimed to explore the transformative potential of the Monte Carlo method in healthcare contexts. We underscore the significance of experiential insights derived from simulated experimentation, especially in resource-constrained scenarios where time, financial constraints, and limited resources necessitate innovative and efficient approaches. As public health faces increasing challenges, incorporating the Monte Carlo method presents an opportunity for enhanced system construction, analysis, and evaluation.

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医疗保健中的 "蒙特卡洛 "方法。
在公共卫生领域,仿真建模是一项宝贵的资产,它可以在不进行实际操作的情况下对新系统进行评估,在不进行操作调整的情况下对现有系统进行实验,以及在不对现实世界产生影响的情况下测试系统的极限。在模拟建模中,蒙特卡洛法是一个强大但未得到充分利用的工具。虽然蒙特卡罗方法尚未在医疗保健领域得到广泛应用,但其技术能力为大幅降低成本和减少风险带来了希望。在这篇综述文章中,我们旨在探讨蒙特卡罗方法在医疗保健领域的变革潜力。我们强调了从模拟实验中获得的经验见解的重要性,尤其是在资源有限的情况下,时间、资金和有限的资源都要求我们采用创新、高效的方法。随着公共卫生面临越来越多的挑战,采用蒙特卡洛方法为加强系统建设、分析和评估提供了机会。
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