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Why the Spectral Radius? An intuition-building introduction to the basic reproduction number
The basic reproduction number [Formula: see text] is a fundamental concept in mathematical epidemiology and infectious disease modeling. Loosely speaking, it describes the number of people that an infectious person is expected to infect. The basic reproduction number has profound implications for ep...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer US
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9355935/ https://www.ncbi.nlm.nih.gov/pubmed/35930076 http://dx.doi.org/10.1007/s11538-022-01057-9 |
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author | Brouwer, Andrew F. |
author_facet | Brouwer, Andrew F. |
author_sort | Brouwer, Andrew F. |
collection | PubMed |
description | The basic reproduction number [Formula: see text] is a fundamental concept in mathematical epidemiology and infectious disease modeling. Loosely speaking, it describes the number of people that an infectious person is expected to infect. The basic reproduction number has profound implications for epidemic trajectories and disease control strategies. It is well known that the basic reproduction number can be calculated as the spectral radius of the next generation matrix, but why this is the case may not be intuitively obvious. Here, we walk through how the discrete, next generation process connects to the ordinary differential equation disease system of interest, linearized at the disease-free equilibrium. Then, we use linear algebra to develop a geometric explanation of why the spectral radius of the next generation matrix is an epidemic threshold. Finally, we work through a series of examples that help to build familiarity with the kinds of patterns that arise in parameter combinations produced by the next generation method. This article is intended to help new infectious disease modelers develop intuition for the form and interpretation of the basic reproduction number in their disease systems of interest. |
format | Online Article Text |
id | pubmed-9355935 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-93559352022-08-07 Why the Spectral Radius? An intuition-building introduction to the basic reproduction number Brouwer, Andrew F. Bull Math Biol Education The basic reproduction number [Formula: see text] is a fundamental concept in mathematical epidemiology and infectious disease modeling. Loosely speaking, it describes the number of people that an infectious person is expected to infect. The basic reproduction number has profound implications for epidemic trajectories and disease control strategies. It is well known that the basic reproduction number can be calculated as the spectral radius of the next generation matrix, but why this is the case may not be intuitively obvious. Here, we walk through how the discrete, next generation process connects to the ordinary differential equation disease system of interest, linearized at the disease-free equilibrium. Then, we use linear algebra to develop a geometric explanation of why the spectral radius of the next generation matrix is an epidemic threshold. Finally, we work through a series of examples that help to build familiarity with the kinds of patterns that arise in parameter combinations produced by the next generation method. This article is intended to help new infectious disease modelers develop intuition for the form and interpretation of the basic reproduction number in their disease systems of interest. Springer US 2022-08-05 2022 /pmc/articles/PMC9355935/ /pubmed/35930076 http://dx.doi.org/10.1007/s11538-022-01057-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Education Brouwer, Andrew F. Why the Spectral Radius? An intuition-building introduction to the basic reproduction number |
title | Why the Spectral Radius? An intuition-building introduction to the basic reproduction number |
title_full | Why the Spectral Radius? An intuition-building introduction to the basic reproduction number |
title_fullStr | Why the Spectral Radius? An intuition-building introduction to the basic reproduction number |
title_full_unstemmed | Why the Spectral Radius? An intuition-building introduction to the basic reproduction number |
title_short | Why the Spectral Radius? An intuition-building introduction to the basic reproduction number |
title_sort | why the spectral radius? an intuition-building introduction to the basic reproduction number |
topic | Education |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9355935/ https://www.ncbi.nlm.nih.gov/pubmed/35930076 http://dx.doi.org/10.1007/s11538-022-01057-9 |
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