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Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate

BACKGROUND: In the ongoing Covid-19 pandemic, in the global data on the case fatality ratio (CFR) and other indices reflecting death rate, there is a consistent downward trend from mid-April to mid-November. The downward trend can be an illusion caused by biases and limitations of data or it could f...

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Autores principales: Shinde, Sonali, Ranade, Pratima, Watve, Milind
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8063871/
https://www.ncbi.nlm.nih.gov/pubmed/33976966
http://dx.doi.org/10.7717/peerj.11150
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author Shinde, Sonali
Ranade, Pratima
Watve, Milind
author_facet Shinde, Sonali
Ranade, Pratima
Watve, Milind
author_sort Shinde, Sonali
collection PubMed
description BACKGROUND: In the ongoing Covid-19 pandemic, in the global data on the case fatality ratio (CFR) and other indices reflecting death rate, there is a consistent downward trend from mid-April to mid-November. The downward trend can be an illusion caused by biases and limitations of data or it could faithfully reflect a declining death rate. A variety of explanations for this trend are possible, but a systematic analysis of the testable predictions of the alternative hypotheses has not yet been attempted. METHODOLOGY: We state six testable alternative hypotheses, analyze their testable predictions using public domain data and evaluate their relative contributions to the downward trend. RESULTS: We show that a decline in the death rate is real; changing age structure of the infected population and evolution of the virus towards reduced virulence are the most supported hypotheses and together contribute to major part of the trend. The testable predictions from other explanations including altered testing efficiency, time lag, improved treatment protocols and herd immunity are not consistently supported, or do not appear to make a major contribution to this trend although they may influence some other patterns of the epidemic. CONCLUSION: The fatality of the infection showed a robust declining time trend between mid April to mid November. Changing age class of the infected and decreasing virulence of the pathogen were found to be the strongest contributors to the trend.
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spelling pubmed-80638712021-05-10 Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate Shinde, Sonali Ranade, Pratima Watve, Milind PeerJ Epidemiology BACKGROUND: In the ongoing Covid-19 pandemic, in the global data on the case fatality ratio (CFR) and other indices reflecting death rate, there is a consistent downward trend from mid-April to mid-November. The downward trend can be an illusion caused by biases and limitations of data or it could faithfully reflect a declining death rate. A variety of explanations for this trend are possible, but a systematic analysis of the testable predictions of the alternative hypotheses has not yet been attempted. METHODOLOGY: We state six testable alternative hypotheses, analyze their testable predictions using public domain data and evaluate their relative contributions to the downward trend. RESULTS: We show that a decline in the death rate is real; changing age structure of the infected population and evolution of the virus towards reduced virulence are the most supported hypotheses and together contribute to major part of the trend. The testable predictions from other explanations including altered testing efficiency, time lag, improved treatment protocols and herd immunity are not consistently supported, or do not appear to make a major contribution to this trend although they may influence some other patterns of the epidemic. CONCLUSION: The fatality of the infection showed a robust declining time trend between mid April to mid November. Changing age class of the infected and decreasing virulence of the pathogen were found to be the strongest contributors to the trend. PeerJ Inc. 2021-04-20 /pmc/articles/PMC8063871/ /pubmed/33976966 http://dx.doi.org/10.7717/peerj.11150 Text en © 2021 Shinde et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Epidemiology
Shinde, Sonali
Ranade, Pratima
Watve, Milind
Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate
title Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate
title_full Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate
title_fullStr Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate
title_full_unstemmed Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate
title_short Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate
title_sort evaluating alternative hypotheses to explain the downward trend in the indices of the covid-19 pandemic death rate
topic Epidemiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8063871/
https://www.ncbi.nlm.nih.gov/pubmed/33976966
http://dx.doi.org/10.7717/peerj.11150
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