Cargando…
Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations
The COVID-19 pandemic has caused more than 1,000,000 reported deaths globally, of which more than 200,000 have been reported in the United States as of October 1, 2020. Public health interventions have had significant impacts in reducing transmission and in averting even more deaths. Nonetheless, in...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7768772/ https://www.ncbi.nlm.nih.gov/pubmed/33262277 http://dx.doi.org/10.1073/pnas.2009911117 |
_version_ | 1783629212698017792 |
---|---|
author | Weitz, Joshua S. Park, Sang Woo Eksin, Ceyhun Dushoff, Jonathan |
author_facet | Weitz, Joshua S. Park, Sang Woo Eksin, Ceyhun Dushoff, Jonathan |
author_sort | Weitz, Joshua S. |
collection | PubMed |
description | The COVID-19 pandemic has caused more than 1,000,000 reported deaths globally, of which more than 200,000 have been reported in the United States as of October 1, 2020. Public health interventions have had significant impacts in reducing transmission and in averting even more deaths. Nonetheless, in many jurisdictions, the decline of cases and fatalities after apparent epidemic peaks has not been rapid. Instead, the asymmetric decline in cases appears, in most cases, to be consistent with plateau- or shoulder-like phenomena—a qualitative observation reinforced by a symmetry analysis of US state-level fatality data. Here we explore a model of fatality-driven awareness in which individual protective measures increase with death rates. In this model, fast increases to the peak are often followed by plateaus, shoulders, and lag-driven oscillations. The asymmetric shape of model-predicted incidence and fatality curves is consistent with observations from many jurisdictions. Yet, in contrast to model predictions, we find that population-level mobility metrics usually increased from low levels before fatalities reached an initial peak. We show that incorporating fatigue and long-term behavior change can reconcile the apparent premature relaxation of mobility reductions and help understand when post-peak dynamics are likely to lead to a resurgence of cases. |
format | Online Article Text |
id | pubmed-7768772 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-77687722021-01-11 Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations Weitz, Joshua S. Park, Sang Woo Eksin, Ceyhun Dushoff, Jonathan Proc Natl Acad Sci U S A Biological Sciences The COVID-19 pandemic has caused more than 1,000,000 reported deaths globally, of which more than 200,000 have been reported in the United States as of October 1, 2020. Public health interventions have had significant impacts in reducing transmission and in averting even more deaths. Nonetheless, in many jurisdictions, the decline of cases and fatalities after apparent epidemic peaks has not been rapid. Instead, the asymmetric decline in cases appears, in most cases, to be consistent with plateau- or shoulder-like phenomena—a qualitative observation reinforced by a symmetry analysis of US state-level fatality data. Here we explore a model of fatality-driven awareness in which individual protective measures increase with death rates. In this model, fast increases to the peak are often followed by plateaus, shoulders, and lag-driven oscillations. The asymmetric shape of model-predicted incidence and fatality curves is consistent with observations from many jurisdictions. Yet, in contrast to model predictions, we find that population-level mobility metrics usually increased from low levels before fatalities reached an initial peak. We show that incorporating fatigue and long-term behavior change can reconcile the apparent premature relaxation of mobility reductions and help understand when post-peak dynamics are likely to lead to a resurgence of cases. National Academy of Sciences 2020-12-22 2020-12-01 /pmc/articles/PMC7768772/ /pubmed/33262277 http://dx.doi.org/10.1073/pnas.2009911117 Text en Copyright © 2020 the Author(s). Published by PNAS. http://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (http://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Biological Sciences Weitz, Joshua S. Park, Sang Woo Eksin, Ceyhun Dushoff, Jonathan Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
title | Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
title_full | Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
title_fullStr | Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
title_full_unstemmed | Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
title_short | Awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
title_sort | awareness-driven behavior changes can shift the shape of epidemics away from peaks and toward plateaus, shoulders, and oscillations |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7768772/ https://www.ncbi.nlm.nih.gov/pubmed/33262277 http://dx.doi.org/10.1073/pnas.2009911117 |
work_keys_str_mv | AT weitzjoshuas awarenessdrivenbehaviorchangescanshifttheshapeofepidemicsawayfrompeaksandtowardplateausshouldersandoscillations AT parksangwoo awarenessdrivenbehaviorchangescanshifttheshapeofepidemicsawayfrompeaksandtowardplateausshouldersandoscillations AT eksinceyhun awarenessdrivenbehaviorchangescanshifttheshapeofepidemicsawayfrompeaksandtowardplateausshouldersandoscillations AT dushoffjonathan awarenessdrivenbehaviorchangescanshifttheshapeofepidemicsawayfrompeaksandtowardplateausshouldersandoscillations |