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 fa...
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doaj-6feb44e9c6b246569ba6c46c956e6ac92021-04-22T15:05:10ZengPeerJ Inc.PeerJ2167-83592021-04-019e1115010.7717/peerj.11150Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rateSonali Shinde0Pratima Ranade1Milind Watve2Department of Biodiversity, Abasaheb Garware College, Pune, Pune, Maharashtra, IndiaDepartment of Biodiversity, Abasaheb Garware College, Pune, Pune, Maharashtra, IndiaIndependent Researcher, Pune, Maharashtra, IndiaBackground 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.https://peerj.com/articles/11150.pdfCovid-19Case fatality rateInfection fatality rateEvolution of virulenceEvolutionary medicine |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sonali Shinde Pratima Ranade Milind Watve |
spellingShingle |
Sonali Shinde Pratima Ranade Milind Watve Evaluating alternative hypotheses to explain the downward trend in the indices of the COVID-19 pandemic death rate PeerJ Covid-19 Case fatality rate Infection fatality rate Evolution of virulence Evolutionary medicine |
author_facet |
Sonali Shinde Pratima Ranade Milind Watve |
author_sort |
Sonali Shinde |
title |
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_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_sort |
evaluating alternative hypotheses to explain the downward trend in the indices of the covid-19 pandemic death rate |
publisher |
PeerJ Inc. |
series |
PeerJ |
issn |
2167-8359 |
publishDate |
2021-04-01 |
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. |
topic |
Covid-19 Case fatality rate Infection fatality rate Evolution of virulence Evolutionary medicine |
url |
https://peerj.com/articles/11150.pdf |
work_keys_str_mv |
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