Forecasting COVID-19

The World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and territories around the world at that time. At the time of writing this manuscript, the number of confirmed cases has been surging rapidly past th...

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Main Authors: Matjaž Perc, Nina Gorišek Miksić, Mitja Slavinec, Andraž Stožer
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-04-01
Series:Frontiers in Physics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fphy.2020.00127/full
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spelling doaj-a32a284e880a4274ae80de3b7ef739622020-11-25T02:59:11ZengFrontiers Media S.A.Frontiers in Physics2296-424X2020-04-01810.3389/fphy.2020.00127547197Forecasting COVID-19Matjaž Perc0Matjaž Perc1Matjaž Perc2Nina Gorišek Miksić3Nina Gorišek Miksić4Mitja Slavinec5Andraž Stožer6Faculty of Natural Sciences and Mathematics, University of Maribor, Maribor, SloveniaChina Medical University Hospital, China Medical University, Taichung, TaiwanComplexity Science Hub Vienna, Vienna, AustriaMaribor University Medical Center, Maribor, SloveniaFaculty of Medicine, University of Maribor, Maribor, SloveniaFaculty of Natural Sciences and Mathematics, University of Maribor, Maribor, SloveniaFaculty of Medicine, University of Maribor, Maribor, SloveniaThe World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and territories around the world at that time. At the time of writing this manuscript, the number of confirmed cases has been surging rapidly past the half-million mark, emphasizing the sustained risk of further global spread. Governments around the world are imposing various containment measures while the healthcare system is bracing itself for tsunamis of infected individuals that will seek treatment. It is therefore important to know what to expect in terms of the growth of the number of cases, and to understand what is needed to arrest the very worrying trends. To that effect, we here show forecasts obtained with a simple iteration method that needs only the daily values of confirmed cases as input. The method takes into account expected recoveries and deaths, and it determines maximally allowed daily growth rates that lead away from exponential increase toward stable and declining numbers. Forecasts show that daily growth rates should be kept at least below 5% if we wish to see plateaus any time soon—unfortunately far from reality in most countries to date. We provide an executable as well as the source code for a straightforward application of the method on data from other countries.https://www.frontiersin.org/article/10.3389/fphy.2020.00127/fullCOVID-19pandemicdisease dynamicsexponential growthvirality
collection DOAJ
language English
format Article
sources DOAJ
author Matjaž Perc
Matjaž Perc
Matjaž Perc
Nina Gorišek Miksić
Nina Gorišek Miksić
Mitja Slavinec
Andraž Stožer
spellingShingle Matjaž Perc
Matjaž Perc
Matjaž Perc
Nina Gorišek Miksić
Nina Gorišek Miksić
Mitja Slavinec
Andraž Stožer
Forecasting COVID-19
Frontiers in Physics
COVID-19
pandemic
disease dynamics
exponential growth
virality
author_facet Matjaž Perc
Matjaž Perc
Matjaž Perc
Nina Gorišek Miksić
Nina Gorišek Miksić
Mitja Slavinec
Andraž Stožer
author_sort Matjaž Perc
title Forecasting COVID-19
title_short Forecasting COVID-19
title_full Forecasting COVID-19
title_fullStr Forecasting COVID-19
title_full_unstemmed Forecasting COVID-19
title_sort forecasting covid-19
publisher Frontiers Media S.A.
series Frontiers in Physics
issn 2296-424X
publishDate 2020-04-01
description The World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and territories around the world at that time. At the time of writing this manuscript, the number of confirmed cases has been surging rapidly past the half-million mark, emphasizing the sustained risk of further global spread. Governments around the world are imposing various containment measures while the healthcare system is bracing itself for tsunamis of infected individuals that will seek treatment. It is therefore important to know what to expect in terms of the growth of the number of cases, and to understand what is needed to arrest the very worrying trends. To that effect, we here show forecasts obtained with a simple iteration method that needs only the daily values of confirmed cases as input. The method takes into account expected recoveries and deaths, and it determines maximally allowed daily growth rates that lead away from exponential increase toward stable and declining numbers. Forecasts show that daily growth rates should be kept at least below 5% if we wish to see plateaus any time soon—unfortunately far from reality in most countries to date. We provide an executable as well as the source code for a straightforward application of the method on data from other countries.
topic COVID-19
pandemic
disease dynamics
exponential growth
virality
url https://www.frontiersin.org/article/10.3389/fphy.2020.00127/full
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