The coevolution of contagion and behavior with increasing and decreasing awareness.
Journal
PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081
Informations de publication
Date de publication:
2019
2019
Historique:
received:
18
07
2019
accepted:
29
10
2019
entrez:
4
12
2019
pubmed:
4
12
2019
medline:
24
3
2020
Statut:
epublish
Résumé
Understanding the effects of individual awareness on epidemic phenomena is important to comprehend the coevolving system dynamic, to improve forecasting, and to better evaluate the outcome of possible interventions. In previous models of epidemics on social networks, individual awareness has often been approximated as a generic personal trait that depends on social reinforcement, and used to introduce variability in state transition probabilities. A novelty of this work is to assume that individual awareness is a function of several contributing factors pooled together, different by nature and dynamics, and to study it for different epidemic categories. This way, our model still has awareness as the core attribute that may change state transition probabilities. Another contribution is to study positive and negative variations of awareness, in a contagion-behavior model. Imitation is the key mechanism that we model for manipulating awareness, under different network settings and assumptions, in particular regarding the degree of intentionality that individuals may exhibit in spreading an epidemic. Three epidemic categories are considered-disease, addiction, and rumor-to discuss different imitation mechanisms and degree of intentionality. We assume a population with a heterogeneous distribution of awareness and different response mechanisms to information gathered from the network. With simulations, we show the interplay between population and awareness factors producing a distribution of state transition probabilities and analyze how different network and epidemic configurations modify transmission patterns.
Identifiants
pubmed: 31794564
doi: 10.1371/journal.pone.0225447
pii: PONE-D-19-20285
pmc: PMC6890210
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
e0225447Déclaration de conflit d'intérêts
The authors have declared that no competing interests exist.
Références
PLoS One. 2011;6(8):e23084
pubmed: 21826228
PLoS One. 2018 Jan 19;13(1):e0189080
pubmed: 29351289
Bull Math Biol. 2019 Jul;81(7):2258-2289
pubmed: 31012032
Proc Biol Sci. 2005 Aug 22;272(1573):1669-75
pubmed: 16087421
Chaos. 2018 Nov;28(11):113125
pubmed: 30501210
Sci Rep. 2014 May 29;4:5097
pubmed: 24872257
PLoS One. 2014 Mar 14;9(3):e92200
pubmed: 24632709
Phys Rev E Stat Nonlin Soft Matter Phys. 2004 Jun;69(6 Pt 2):066130
pubmed: 15244690
Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Jul;88(1):012818
pubmed: 23944529
PLoS One. 2016 Oct 4;11(10):e0160307
pubmed: 27701430
Sociol Methods Res. 2015 May;44(2):186-221
pubmed: 25983351
Sci Rep. 2013;3:1905
pubmed: 23712758
Trends Cogn Sci. 2009 Oct;13(10):420-8
pubmed: 19748818
J Theor Biol. 2005 Feb 21;232(4):587-604
pubmed: 15588638
Proc Natl Acad Sci U S A. 2009 Apr 21;106(16):6872-7
pubmed: 19332788
J R Soc Interface. 2008 Mar 6;5(20):259-71
pubmed: 17971320
Addiction. 2007 Mar;102(3):352-61
pubmed: 17298641
Sci Rep. 2016 Jul 06;6:29259
pubmed: 27380881
J Theor Biol. 2010 May 21;264(2):501-9
pubmed: 20184901
Phys Rev E. 2018 Aug;98(2-1):022321
pubmed: 30253536
Phys Rev Lett. 2013 Sep 20;111(12):128701
pubmed: 24093306
Hum Biol. 1952 Sep;24(3):145-66
pubmed: 12990128
Nature. 1964 Oct 17;204:225-8
pubmed: 14212412
Phys Rep. 2019 Aug 2;820:1-51
pubmed: 32308252
Nat Commun. 2019 Jun 6;10(1):2485
pubmed: 31171784
Chaos. 2012 Mar;22(1):013101
pubmed: 22462977
Math Biosci. 2017 Apr;286:22-30
pubmed: 28161305
Chaos. 2014 Dec;24(4):043106
pubmed: 25554026
Nature. 1964 Dec 12;204:1118
pubmed: 14243408
Phys Life Rev. 2015 Dec;15:1-29
pubmed: 26211717
J R Soc Interface. 2010 Sep 6;7(50):1247-56
pubmed: 20504800
PLoS Comput Biol. 2009 Jul;5(7):e1000425
pubmed: 19593365
Science. 1973 Aug 24;181(4101):716-22
pubmed: 4724929
Science. 1974 Sep 27;185(4157):1124-31
pubmed: 17835457
Proc Natl Acad Sci U S A. 2011 Sep 13;108(37):15058-63
pubmed: 21876133
PLoS One. 2011;6(5):e20207
pubmed: 21637714