A Workflow for Estimating and Visualising Excess Mortality During the COVID-19 Pandemic

被引:0
|
作者
Konstantinoudis, Garyfallos [1 ]
Gomez-Rubio, Virgilio [2 ]
Cameletti, Michela [3 ]
Pirani, Monica [1 ]
Baio, Gianluca [4 ]
Blangiardo, Marta [1 ]
机构
[1] Imperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
[2] Univ Castilla La Mancha, Escuela Tecn Super Ingn Ind Albacete, Dept Matemat, Albacete, Spain
[3] Univ Bergamo, Dept Econ, Bergamo, Italy
[4] UCL, Dept Stat Sci, London, England
来源
R JOURNAL | 2023年 / 15卷 / 02期
基金
美国国家卫生研究院; 英国医学研究理事会;
关键词
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
COVID-19 related deaths estimates underestimate the pandemic burden on mortality because they suffer from completeness and accuracy issues. Excess mortality is a popular alternative, as it compares the observed number of deaths versus the number that would be expected if the pandemic did not occur. The expected number of deaths depends on population trends, temperature, and spatiotemporal patterns. In addition to this, high geographical resolution is required to examine within country trends and the effectiveness of the different public health policies. In this tutorial, we propose a workflow using R for estimating and visualising excess mortality at high geographical resolution. We show a case study estimating excess deaths during 2020 in Italy. The proposed workflow is fast to implement and allows for combining different models and presenting aggregated results based on factors such as age, sex, and spatial location. This makes it a particularly powerful and appealing workflow for online monitoring of the pandemic burden and timely policy making.
引用
收藏
页码:89 / 104
页数:16
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