During the COVID-19 pandemic, the behavioral response to reported case numbers changed drastically over time. While a few dozen cases were enough to trigger government-induced and voluntary contact reduction in early 2020, less than a year later much higher case numbers were required to induce behavioral change. Little attention has been paid to understand and mathematically model this effect of decreasing risk perception over longer time-scales. Here, first we show that weighing the number of cases with a time-varying factor of the form t(a), a < 0 explains real-world mobility patterns from several European countries during 2020 when introduced into a very simple behavior model. Subsequently, we couple our behavior model with an SIR epidemic model. Remarkably, decreasing risk perception can produce complex dynamics, including multiple waves of infection. We find two regimes for the total number of infected individuals that are explained by the interplay of initial attention and the rate of attention decrease. Our results show that including adaption into non-equilibrium models is necessary to understand behavior change over long time scales and the emergence of non-trivial infection dynamics.
机构:
Univ Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, BrazilUniv Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, Brazil
Amaral, Marco A.
;
de Oliveira, Marcelo M.
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机构:
Univ Fed Sao Joao del Rei, Dept Fis & Matemat, BR-36420000 Ouro Branco, MG, BrazilUniv Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, Brazil
de Oliveira, Marcelo M.
;
Javarone, Marco A.
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h-index: 0
机构:
UCL, London, EnglandUniv Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, Brazil
机构:
Univ Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, EnglandUniv Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, England
Badham, Jennifer
;
Gilbert, Nigel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, EnglandUniv Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, England
机构:Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Bedson, Jamie
;
Skrip, Laura A.
论文数: 0引用数: 0
h-index: 0
机构:
Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Univ Liberia, Monrovia, LiberiaBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Skrip, Laura A.
;
Pedi, Danielle
论文数: 0引用数: 0
h-index: 0
机构:
Bill & Melinda Gates Fdn, Seattle, WA USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Pedi, Danielle
;
Abramowitz, Sharon
论文数: 0引用数: 0
h-index: 0
机构:Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Abramowitz, Sharon
;
Carter, Simone
论文数: 0引用数: 0
h-index: 0
机构:
UNICEF, Social Sci Analyt Cell, Kinshasa, DEM REP CONGO
UNICEF, UNICEF Publ Hlth Emergencies, Geneva, SwitzerlandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Carter, Simone
;
Jalloh, Mohamed F.
论文数: 0引用数: 0
h-index: 0
机构:
Karolinska Inst, Stockholm, SwedenBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Jalloh, Mohamed F.
;
Funk, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Ctr Math Modelling Infect Dis Dynam, London, EnglandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Funk, Sebastian
;
Gobat, Nina
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Oxford, England
Global Outbreak Alert & Response Network, Geneva, SwitzerlandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Gobat, Nina
;
Giles-Vernick, Tamara
论文数: 0引用数: 0
h-index: 0
机构:
Inst Pasteur, Paris, France
Sonar Global Network, Paris, FranceBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Giles-Vernick, Tamara
;
Chowell, Gerardo
论文数: 0引用数: 0
h-index: 0
机构:
Georgia State Univ, Sch Publ Hlth, Populat Hlth Sci, Atlanta, GA 30303 USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Chowell, Gerardo
;
de Almeida, Joao Rangel
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Res Labs, London, EnglandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
de Almeida, Joao Rangel
;
Elessawi, Rania
论文数: 0引用数: 0
h-index: 0
机构:
UNICEF C4D, New York, NY USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Elessawi, Rania
;
Scarpino, Samuel V.
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Network Sci Inst, Boston, MA 02115 USA
Northeastern Univ, Dept Marine & Environm Sci, Boston, MA 02115 USA
Northeastern Univ, Dept Phys, Boston, MA 02115 USA
Northeastern Univ, Dept Hlth Sci, Boston, MA 02115 USA
Santa Fe Inst, Santa Fe, NM 87501 USA
Univ Vermont, Vermont Complex Syst Ctr, Burlington, VT USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Scarpino, Samuel V.
;
Hammond, Ross A.
论文数: 0引用数: 0
h-index: 0
机构:
Santa Fe Inst, Santa Fe, NM 87501 USA
Washington Univ, Brown Sch, St Louis, MO 63110 USA
Brookings Inst, Ctr Social Dynam & Policy, Washington, DC 20036 USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Hammond, Ross A.
;
Briand, Sylvie
论文数: 0引用数: 0
h-index: 0
机构:
WHO, Geneva, SwitzerlandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Briand, Sylvie
;
Epstein, Joshua M.
论文数: 0引用数: 0
h-index: 0
机构:
Santa Fe Inst, Santa Fe, NM 87501 USA
NYU, Dept Epidemiol, New York, NY USA
NYU, Agent Based Modeling Lab, New York, NY USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Epstein, Joshua M.
;
Hebert-Dufresne, Laurent
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vermont, Vermont Complex Syst Ctr, Burlington, VT USA
Univ Vermont, Dept Comp Sci, Burlington, VT USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Hebert-Dufresne, Laurent
;
Althouse, Benjamin M.
论文数: 0引用数: 0
h-index: 0
机构:
Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Univ Washington, Informat Sch, Seattle, WA 98195 USA
New Mexico State Univ, Dept Biol, Las Cruces, NM 88003 USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
机构:
Univ Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, BrazilUniv Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, Brazil
Amaral, Marco A.
;
de Oliveira, Marcelo M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Sao Joao del Rei, Dept Fis & Matemat, BR-36420000 Ouro Branco, MG, BrazilUniv Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, Brazil
de Oliveira, Marcelo M.
;
Javarone, Marco A.
论文数: 0引用数: 0
h-index: 0
机构:
UCL, London, EnglandUniv Fed Sul Bahia, Inst Artes Humanidades & Ciencias, BR-45996108 Teixeira De Freitas, BA, Brazil
机构:
Univ Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, EnglandUniv Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, England
Badham, Jennifer
;
Gilbert, Nigel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, EnglandUniv Surrey, Ctr Res Social Simulat, Dept Sociol, Guildford, Surrey, England
机构:Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Bedson, Jamie
;
Skrip, Laura A.
论文数: 0引用数: 0
h-index: 0
机构:
Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Univ Liberia, Monrovia, LiberiaBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Skrip, Laura A.
;
Pedi, Danielle
论文数: 0引用数: 0
h-index: 0
机构:
Bill & Melinda Gates Fdn, Seattle, WA USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Pedi, Danielle
;
Abramowitz, Sharon
论文数: 0引用数: 0
h-index: 0
机构:Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Abramowitz, Sharon
;
Carter, Simone
论文数: 0引用数: 0
h-index: 0
机构:
UNICEF, Social Sci Analyt Cell, Kinshasa, DEM REP CONGO
UNICEF, UNICEF Publ Hlth Emergencies, Geneva, SwitzerlandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Carter, Simone
;
Jalloh, Mohamed F.
论文数: 0引用数: 0
h-index: 0
机构:
Karolinska Inst, Stockholm, SwedenBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Jalloh, Mohamed F.
;
Funk, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Ctr Math Modelling Infect Dis Dynam, London, EnglandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Funk, Sebastian
;
Gobat, Nina
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Oxford, England
Global Outbreak Alert & Response Network, Geneva, SwitzerlandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Gobat, Nina
;
Giles-Vernick, Tamara
论文数: 0引用数: 0
h-index: 0
机构:
Inst Pasteur, Paris, France
Sonar Global Network, Paris, FranceBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Giles-Vernick, Tamara
;
Chowell, Gerardo
论文数: 0引用数: 0
h-index: 0
机构:
Georgia State Univ, Sch Publ Hlth, Populat Hlth Sci, Atlanta, GA 30303 USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Chowell, Gerardo
;
de Almeida, Joao Rangel
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Res Labs, London, EnglandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
de Almeida, Joao Rangel
;
Elessawi, Rania
论文数: 0引用数: 0
h-index: 0
机构:
UNICEF C4D, New York, NY USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Elessawi, Rania
;
Scarpino, Samuel V.
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Network Sci Inst, Boston, MA 02115 USA
Northeastern Univ, Dept Marine & Environm Sci, Boston, MA 02115 USA
Northeastern Univ, Dept Phys, Boston, MA 02115 USA
Northeastern Univ, Dept Hlth Sci, Boston, MA 02115 USA
Santa Fe Inst, Santa Fe, NM 87501 USA
Univ Vermont, Vermont Complex Syst Ctr, Burlington, VT USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Scarpino, Samuel V.
;
Hammond, Ross A.
论文数: 0引用数: 0
h-index: 0
机构:
Santa Fe Inst, Santa Fe, NM 87501 USA
Washington Univ, Brown Sch, St Louis, MO 63110 USA
Brookings Inst, Ctr Social Dynam & Policy, Washington, DC 20036 USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Hammond, Ross A.
;
Briand, Sylvie
论文数: 0引用数: 0
h-index: 0
机构:
WHO, Geneva, SwitzerlandBill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Briand, Sylvie
;
Epstein, Joshua M.
论文数: 0引用数: 0
h-index: 0
机构:
Santa Fe Inst, Santa Fe, NM 87501 USA
NYU, Dept Epidemiol, New York, NY USA
NYU, Agent Based Modeling Lab, New York, NY USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Epstein, Joshua M.
;
Hebert-Dufresne, Laurent
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vermont, Vermont Complex Syst Ctr, Burlington, VT USA
Univ Vermont, Dept Comp Sci, Burlington, VT USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Hebert-Dufresne, Laurent
;
Althouse, Benjamin M.
论文数: 0引用数: 0
h-index: 0
机构:
Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA
Univ Washington, Informat Sch, Seattle, WA 98195 USA
New Mexico State Univ, Dept Biol, Las Cruces, NM 88003 USABill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth, Seattle, WA 98109 USA