Cargando…
Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention
The SARS-CoV-2 pandemic has highlighted the importance of behavioral drivers in epidemic dynamics. With the relaxation of mandated nonpharmaceutical interventions (NPIs) formerly in place to decrease transmission, such as mask-wearing or social distancing, adherence to an NPI is now the result of in...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622941/ https://www.ncbi.nlm.nih.gov/pubmed/37889930 http://dx.doi.org/10.1073/pnas.2311584120 |
_version_ | 1785130647506911232 |
---|---|
author | Saad-Roy, Chadi M. Traulsen, Arne |
author_facet | Saad-Roy, Chadi M. Traulsen, Arne |
author_sort | Saad-Roy, Chadi M. |
collection | PubMed |
description | The SARS-CoV-2 pandemic has highlighted the importance of behavioral drivers in epidemic dynamics. With the relaxation of mandated nonpharmaceutical interventions (NPIs) formerly in place to decrease transmission, such as mask-wearing or social distancing, adherence to an NPI is now the result of individual decision-making. To study these coupled dynamics, we embed a game-theoretic model for individual NPI adherence within an epidemiological model. When the disease is endemic, we find that our model has multiple (but none concurrently stable) equilibria: one each with zero, complete, or partial NPI adherence. Surprisingly, for the equilibrium with partial NPI adherence, the number of infections is independent of the transmission rate. Therefore, in that regime, a change in the rate of pathogen transmission, e.g., due to another (mandated) NPI or a new variant, has no effect on endemic infection levels. On the other hand, we show that vaccination successfully decreases endemic infection levels, and, unexpectedly, also reduces the number of susceptibles at equilibrium when there is partial adherence. From a game-theoretic perspective, we find that highly effective NPIs lead at most to partial adherence. As this effectiveness decreases, partially effective NPIs initially lead to increases in population-level adherence, especially if the risk is high enough. However, a completely ineffective NPI results in no adherence. Furthermore, we identify parameter regions where the individual incentives may not align with those of society as a whole. Overall, our findings illustrate complexities that can arise due to behavioral–epidemiological feedback and suggest appropriate measures to avoid more pessimistic population-level outcomes. |
format | Online Article Text |
id | pubmed-10622941 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-106229412023-11-04 Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention Saad-Roy, Chadi M. Traulsen, Arne Proc Natl Acad Sci U S A Biological Sciences The SARS-CoV-2 pandemic has highlighted the importance of behavioral drivers in epidemic dynamics. With the relaxation of mandated nonpharmaceutical interventions (NPIs) formerly in place to decrease transmission, such as mask-wearing or social distancing, adherence to an NPI is now the result of individual decision-making. To study these coupled dynamics, we embed a game-theoretic model for individual NPI adherence within an epidemiological model. When the disease is endemic, we find that our model has multiple (but none concurrently stable) equilibria: one each with zero, complete, or partial NPI adherence. Surprisingly, for the equilibrium with partial NPI adherence, the number of infections is independent of the transmission rate. Therefore, in that regime, a change in the rate of pathogen transmission, e.g., due to another (mandated) NPI or a new variant, has no effect on endemic infection levels. On the other hand, we show that vaccination successfully decreases endemic infection levels, and, unexpectedly, also reduces the number of susceptibles at equilibrium when there is partial adherence. From a game-theoretic perspective, we find that highly effective NPIs lead at most to partial adherence. As this effectiveness decreases, partially effective NPIs initially lead to increases in population-level adherence, especially if the risk is high enough. However, a completely ineffective NPI results in no adherence. Furthermore, we identify parameter regions where the individual incentives may not align with those of society as a whole. Overall, our findings illustrate complexities that can arise due to behavioral–epidemiological feedback and suggest appropriate measures to avoid more pessimistic population-level outcomes. National Academy of Sciences 2023-10-27 2023-10-31 /pmc/articles/PMC10622941/ /pubmed/37889930 http://dx.doi.org/10.1073/pnas.2311584120 Text en Copyright © 2023 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Biological Sciences Saad-Roy, Chadi M. Traulsen, Arne Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
title | Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
title_full | Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
title_fullStr | Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
title_full_unstemmed | Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
title_short | Dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
title_sort | dynamics in a behavioral–epidemiological model for individual adherence to a nonpharmaceutical intervention |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622941/ https://www.ncbi.nlm.nih.gov/pubmed/37889930 http://dx.doi.org/10.1073/pnas.2311584120 |
work_keys_str_mv | AT saadroychadim dynamicsinabehavioralepidemiologicalmodelforindividualadherencetoanonpharmaceuticalintervention AT traulsenarne dynamicsinabehavioralepidemiologicalmodelforindividualadherencetoanonpharmaceuticalintervention |