On the heterogeneous spread of COVID-19 in Chile

被引:8
|
作者
Freire-Flores, Danton [1 ,2 ]
Llanovarced-Kawles, Nyna [1 ,2 ]
Sanchez-Daza, Anamaria [2 ,3 ]
Olivera-Nappa, Alvaro [1 ,2 ]
机构
[1] Univ Chile, Dept Chem Engn Biotechnol & Mat, Beauchef 851, Santiago 8370448, Chile
[2] Univ Chile, Ctr Biotechnol & Bioengn, Beauchef 851, Santiago 8370448, Chile
[3] Inst Cell Dynam & Biotechnol, Beauchef 851, Santiago 8370456, Chile
关键词
COVID-19; SARS-CoV-2; Chile; Inverse problems; Reproduction number; Epidemiological model; SEIRD model;
D O I
10.1016/j.chaos.2021.111156
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Non-pharmaceutical interventions (NPIs) have played a crucial role in controlling the spread of COVID-19. Nevertheless, NPI efficacy varies enormously between and within countries, mainly because of population and behavioral heterogeneity. In this work, we adapted a multi-group SEIRA model to study the spreading dynamics of COVID-19 in Chile, representing geographically separated regions of the country by different groups. We use national mobilization statistics to estimate the connectivity between regions and data from governmental repositories to obtain COVID-19 spreading and death rates in each region. We then assessed the effectiveness of different NPIs by studying the temporal evolution of the reproduction num-ber Rt. Analysing data-driven and model-based estimates of Rt, we found a strong coupling of different regions, highlighting the necessity of organized and coordinated actions to control the spread of SARS-CoV-2. Finally, we evaluated different scenarios to forecast the evolution of COVID-19 in the most densely populated regions, finding that the early lifting of restriction probably will lead to novel outbreaks. (C) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:10
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