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新冠病毒传播模式的标度研究:真实数据中的普遍性及预测性分析描述

A scaling investigation of pattern in the spread of COVID-19: universality in real data and a predictive analytical description.

作者信息

Das Subir K

机构信息

Theoretical Sciences Unit and School of Advanced Materials, Jawaharlal Nehru Centre for Advanced Scientific Research, Jakkur PO, Bangalore 560064, India.

出版信息

Proc Math Phys Eng Sci. 2021 Feb;477(2246):20200689. doi: 10.1098/rspa.2020.0689. Epub 2021 Feb 3.

Abstract

We analyse the spread of COVID-19, a disease caused by a novel coronavirus, in various countries by proposing a model that exploits the scaling and other important concepts of statistical physics. Quite expectedly, for each of the considered countries, we observe that the spread at early times occurs exponentially fast. We show how the countries can be classified into groups, like in the literature of phase transitions, based on the rates of infections during late times. This method brings a new angle to the understanding of disease spread and is useful in obtaining a country-wise comparative picture of the effectiveness of lockdown-like social measures. Strong similarity, during both natural and lockdown periods, emerges in the spreads within countries having varying geographical locations, climatic conditions, population densities and economic parameters. We derive accurate mathematical forms for the corresponding scaling functions and show how the model can be used as a predictive tool, with instruction even for future waves, and, thus, as a guide for optimizing social measures and medical facilities. The model is expected to be of general relevance in the studies of epidemics.

摘要

我们通过提出一个利用统计物理学的标度和其他重要概念的模型,来分析新型冠状病毒引起的疾病COVID-19在各个国家的传播情况。不出所料,对于每个被考虑的国家,我们观察到早期的传播呈指数级快速发生。我们展示了如何根据后期的感染率,像在相变文献中那样,将这些国家分类成不同的组。这种方法为理解疾病传播带来了一个新视角,并且有助于获得各国类似封锁的社会措施有效性的比较情况。在地理位置、气候条件、人口密度和经济参数各不相同的国家内部,在自然时期和封锁时期,传播情况都呈现出很强的相似性。我们推导出了相应标度函数的精确数学形式,并展示了该模型如何可以用作预测工具,甚至能指导未来的疫情波,从而作为优化社会措施和医疗设施的指南。预计该模型在流行病研究中具有普遍相关性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8eb2/8317978/9e6fb0d0f5aa/rspa20200689f01.jpg

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