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Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19

We revisit well-established concepts of epidemiology, the Ising-model, and percolation theory. Also, we employ a spin [Formula: see text] = 1/2 Ising-like model and a (logistic) Fermi–Dirac-like function to describe the spread of Covid-19. Our analysis show that: (i) in many cases the epidemic curve...

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Autores principales: Mello, Isys F., Squillante, Lucas, Gomes, Gabriel O., Seridonio, Antonio C., de Souza, Mariano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8006539/
https://www.ncbi.nlm.nih.gov/pubmed/33814681
http://dx.doi.org/10.1016/j.physa.2021.125963
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author Mello, Isys F.
Squillante, Lucas
Gomes, Gabriel O.
Seridonio, Antonio C.
de Souza, Mariano
author_facet Mello, Isys F.
Squillante, Lucas
Gomes, Gabriel O.
Seridonio, Antonio C.
de Souza, Mariano
author_sort Mello, Isys F.
collection PubMed
description We revisit well-established concepts of epidemiology, the Ising-model, and percolation theory. Also, we employ a spin [Formula: see text] = 1/2 Ising-like model and a (logistic) Fermi–Dirac-like function to describe the spread of Covid-19. Our analysis show that: (i) in many cases the epidemic curve can be described by a Gaussian-type function; (ii) the temporal evolution of the accumulative number of infections and fatalities follow a logistic function; (iii) the key role played by the quarantine to block the spread of Covid-19 in terms of an interacting parameter between people. In the frame of elementary percolation theory, we show that: (i) the percolation probability can be associated with the probability of a person being infected with Covid-19; (ii) the concepts of blocked and non-blocked connections can be associated, respectively, with a person respecting or not the social distancing. Yet, we make a connection between epidemiological concepts and well-established concepts in condensed matter Physics.
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spelling pubmed-80065392021-03-29 Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19 Mello, Isys F. Squillante, Lucas Gomes, Gabriel O. Seridonio, Antonio C. de Souza, Mariano Physica A Minireview We revisit well-established concepts of epidemiology, the Ising-model, and percolation theory. Also, we employ a spin [Formula: see text] = 1/2 Ising-like model and a (logistic) Fermi–Dirac-like function to describe the spread of Covid-19. Our analysis show that: (i) in many cases the epidemic curve can be described by a Gaussian-type function; (ii) the temporal evolution of the accumulative number of infections and fatalities follow a logistic function; (iii) the key role played by the quarantine to block the spread of Covid-19 in terms of an interacting parameter between people. In the frame of elementary percolation theory, we show that: (i) the percolation probability can be associated with the probability of a person being infected with Covid-19; (ii) the concepts of blocked and non-blocked connections can be associated, respectively, with a person respecting or not the social distancing. Yet, we make a connection between epidemiological concepts and well-established concepts in condensed matter Physics. Elsevier B.V. 2021-07-01 2021-03-29 /pmc/articles/PMC8006539/ /pubmed/33814681 http://dx.doi.org/10.1016/j.physa.2021.125963 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Minireview
Mello, Isys F.
Squillante, Lucas
Gomes, Gabriel O.
Seridonio, Antonio C.
de Souza, Mariano
Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19
title Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19
title_full Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19
title_fullStr Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19
title_full_unstemmed Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19
title_short Epidemics, the Ising-model and percolation theory: A comprehensive review focused on Covid-19
title_sort epidemics, the ising-model and percolation theory: a comprehensive review focused on covid-19
topic Minireview
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8006539/
https://www.ncbi.nlm.nih.gov/pubmed/33814681
http://dx.doi.org/10.1016/j.physa.2021.125963
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