Integrating psychosocial variables and societal diversity in epidemic models for predicting COVID-19 transmission dynamics.
Journal
PLOS digital health
ISSN: 2767-3170
Titre abrégé: PLOS Digit Health
Pays: United States
ID NLM: 9918335064206676
Informations de publication
Date de publication:
Aug 2022
Aug 2022
Historique:
received:
23
07
2021
accepted:
28
07
2022
entrez:
22
2
2023
pubmed:
23
2
2023
medline:
23
2
2023
Statut:
epublish
Résumé
During the current COVID-19 pandemic, governments must make decisions based on a variety of information including estimations of infection spread, health care capacity, economic and psychosocial considerations. The disparate validity of current short-term forecasts of these factors is a major challenge to governments. By causally linking an established epidemiological spread model with dynamically evolving psychosocial variables, using Bayesian inference we estimate the strength and direction of these interactions for German and Danish data of disease spread, human mobility, and psychosocial factors based on the serial cross-sectional COVID-19 Snapshot Monitoring (COSMO; N = 16,981). We demonstrate that the strength of cumulative influence of psychosocial variables on infection rates is of a similar magnitude as the influence of physical distancing. We further show that the efficacy of political interventions to contain the disease strongly depends on societal diversity, in particular group-specific sensitivity to affective risk perception. As a consequence, the model may assist in quantifying the effect and timing of interventions, forecasting future scenarios, and differentiating the impact on diverse groups as a function of their societal organization. Importantly, the careful handling of societal factors, including support to the more vulnerable groups, adds another direct instrument to the battery of political interventions fighting epidemic spread.
Identifiants
pubmed: 36812584
doi: 10.1371/journal.pdig.0000098
pii: PDIG-D-21-00028
pmc: PMC9931295
doi:
Types de publication
Journal Article
Langues
eng
Pagination
e0000098Informations de copyright
Copyright: © 2022 Jirsa et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Déclaration de conflit d'intérêts
The authors have declared that no competing interests exist.
Références
Clin Infect Dis. 2011 Apr 1;52(7):911-6
pubmed: 21427399
J Health Polit Policy Law. 2020 Dec 1;45(6):921-935
pubmed: 32464654
Nat Hum Behav. 2020 May;4(5):438
pubmed: 32221514
Pulmonology. 2021 Mar-Apr;27(2):110-115
pubmed: 32540223
Nature. 2020 Aug;584(7820):257-261
pubmed: 32512579
Philos Trans A Math Phys Eng Sci. 2016 May 13;374(2067):
pubmed: 27045000
Lancet. 2020 Apr 18;395(10232):1255-1256
pubmed: 32247323
BMJ Evid Based Med. 2020 Jun 3;:
pubmed: 32493833
JAMA. 2020 May 19;323(19):1889-1890
pubmed: 32301959
PLoS Comput Biol. 2021 Jul 26;17(7):e1009098
pubmed: 34310590
J Stat Softw. 2017;76:
pubmed: 36568334
J Epidemiol Community Health. 2020 Nov;74(11):964-968
pubmed: 32535550
Nat Hum Behav. 2020 Jul;4(7):677-687
pubmed: 32581299
BMC Public Health. 2015 Sep 23;15:947
pubmed: 26400564
Environ Res. 2021 Apr;195:110874
pubmed: 33610582
Science. 2020 Jul 24;369(6502):368-369
pubmed: 32703861
Sci Rep. 2020 Nov 9;10(1):19365
pubmed: 33168932
Proc Natl Acad Sci U S A. 2020 Jul 14;117(28):16092-16095
pubmed: 32581126
Nat Rev Gastroenterol Hepatol. 2020 Sep;17(9):520-522
pubmed: 32541960
Phys Rev Lett. 2012 Jul 13;109(2):024101
pubmed: 23030162
Asian Bioeth Rev. 2020 May 16;12(2):223-234
pubmed: 32427219
Proc Biol Sci. 2010 Apr 22;277(1685):1185-92
pubmed: 20007179
Science. 2020 May 22;368(6493):860-868
pubmed: 32291278
Public Health Rep. 2011 Sep-Oct;126 Suppl 3:28-30
pubmed: 21836734
Proc Natl Acad Sci U S A. 2020 Jul 21;117(29):16732-16738
pubmed: 32616574
Neuroimage. 2004;23 Suppl 1:S250-63
pubmed: 15501095
Br J Health Psychol. 2010 Nov;15(Pt 4):797-824
pubmed: 20109274
Neuroimage. 2011 May 15;56(2):455-75
pubmed: 20656037
Phys Rev Lett. 2013 May 17;110(20):204101
pubmed: 25167415
Nat Med. 2020 May;26(5):672-675
pubmed: 32296168
Pers Individ Dif. 2021 May;174:110676
pubmed: 36540759
J Clin Med Res. 2021 Jun;13(6):317-325
pubmed: 34267839
Lancet. 2022 Jun 25;399(10344):2351-2380
pubmed: 35405084
Environ Res. 2022 May 15;208:112690
pubmed: 34999027