传染因子传播与控制的数学模型

A. Welte, B. Williams, Gavin Hitchcock
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摘要

事实上,医疗保健的“重任”在于照顾病人,疫苗、药物和设备的开发和分发,以及合理系统和政策的构想和实施。然而,近几十年来,计算能力的显著增加为数学建模在公共卫生的许多方面发挥日益重要的作用铺平了道路,它支持对所涉进程的各种尺度进行正式分析。本章探讨了一种特殊的“建模”——它不是常见的(生物)统计类型。我们专注于所谓的“动态”建模(与“统计”建模相反)。这基本上需要将流行病学情况中的“过程”或“机制”中固有的关键事实和原则简化为数学。然后,我们可以操纵这些数学结构,以寻找见解,虽然最终隐含在模型结构中,但从我们的原始数据和直觉中并不明显。
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Mathematical models of transmission and control of infectious agents
Indeed, the ‘heavy lifting’ of healthcare is in the care of patients, the development and distribution of vaccines, drugs and devices, and the conception and implementation of sensible systems and policies. However, in recent decades, spectacular increases in the availability of computational capacity have paved the way for mathematical modelling to play an ever-increasing role in many aspects of public health, by supporting formal analyses at various scales of the processes involved. This chapter explores a particular kind of ‘modelling’—and it is not the common (bio)statistical kind. We focus on what we would call ‘dynamical’ modelling (as opposed to ‘statistical’ modelling). This essentially entails the reduction, to mathematics, of key facts and principles inherent in the ‘processes’ or ‘mechanisms’ in an epidemiological situation. We can then manipulate these mathematical constructs, in search of insights that, while ultimately implied in the model construction, are not superficially apparent from our primary data and our intuition.
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