A Workflow for Estimating and Visualising Excess Mortality During the COVID-19 Pandemic
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作者:
Konstantinoudis, Garyfallos
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Imperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, EnglandImperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
Konstantinoudis, Garyfallos
[1
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Gomez-Rubio, Virgilio
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Univ Castilla La Mancha, Escuela Tecn Super Ingn Ind Albacete, Dept Matemat, Albacete, SpainImperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
Gomez-Rubio, Virgilio
[2
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Cameletti, Michela
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Univ Bergamo, Dept Econ, Bergamo, ItalyImperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
Cameletti, Michela
[3
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Pirani, Monica
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Imperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, EnglandImperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
Pirani, Monica
[1
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Baio, Gianluca
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UCL, Dept Stat Sci, London, EnglandImperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
Baio, Gianluca
[4
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Blangiardo, Marta
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Imperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, EnglandImperial Coll London, MRC Ctr Environm & Hlth, St Marys Campus,Praed St, London W2 1NY, England
Blangiardo, Marta
[1
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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
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.
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Cedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Yeo, Yee Hui
Wang, Maggie
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Cedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Wang, Maggie
He, Xinyuan
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Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Infect Dis, 157 Xi Wu Rd, Xian 710004, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
He, Xinyuan
Lv, Fan
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Xi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Lv, Fan
Zhang, Yue
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Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Infect Dis, 157 Xi Wu Rd, Xian 710004, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Hosp Xian City 8, Dept Liver Dis 4, Xian, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Zhang, Yue
Zu, Jian
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Xi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Zu, Jian
Li, Mei
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Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Infect Dis, 157 Xi Wu Rd, Xian 710004, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Li, Mei
Jiao, Yang
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Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Endocrinol, Xian, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Jiao, Yang
Ebinger, Joseph E.
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Cedars Sinai Med Ctr, Smidt Heart Inst, Dept Cardiol, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Ebinger, Joseph E.
Patel, Jignesh K.
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Cedars Sinai Med Ctr, Smidt Heart Inst, Dept Cardiol, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Patel, Jignesh K.
Cheng, Susan
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Cedars Sinai Med Ctr, Smidt Heart Inst, Dept Cardiol, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA
Cheng, Susan
Ji, Fanpu
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Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Infect Dis, 157 Xi Wu Rd, Xian 710004, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Natl & Local Joint Engn Res Ctr Biodiag & Biother, Affiliated Hosp 2, Xian, Shaanxi, Peoples R ChinaCedars Sinai Med Ctr, Div Gen Internal Med, Los Angeles, CA 90048 USA