Adaptive human behavior in epidemiological models

被引:304
作者
Fenichel, Eli P. [1 ,2 ]
Castillo-Chavez, Carlos [3 ]
Ceddia, M. G. [4 ]
Chowell, Gerardo [3 ,5 ]
Parra, Paula A. Gonzalez [6 ]
Hickling, Graham J. [7 ,8 ]
Holloway, Garth [4 ]
Horan, Richard [9 ]
Morin, Benjamin [3 ]
Perrings, Charles [1 ,2 ]
Springborn, Michael [10 ]
Velazquez, Leticia [6 ]
Villalobos, Cristina [11 ]
机构
[1] Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
[2] Arizona State Univ, EcoSERV Grp, Tempe, AZ 85287 USA
[3] Arizona State Univ, Sch Human Evolut & Social Change, Tempe, AZ 85287 USA
[4] Univ Reading, Sch Agr Policy & Dev, Dept Food Econ & Mkt, Reading RG6 6AR, Berks, England
[5] NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USA
[6] Univ Texas El Paso, Program Computat Sci, El Paso, TX 79968 USA
[7] Univ Tennessee, Dept Forestry Wildlife & Fisheries, Ctr Wildlife Hlth, Knoxville, TN 37996 USA
[8] Univ Tennessee, Natl Inst Math & Biol Synth, Knoxville, TN 37996 USA
[9] Michigan State Univ, Dept Agr Food & Resource Econ, E Lansing, MI 48824 USA
[10] Univ Calif Davis, Dept Environm Sci & Policy, Davis, CA 95616 USA
[11] Univ Texas Pan Amer, Dept Math, Edinburg, TX 78539 USA
基金
美国国家科学基金会;
关键词
susceptible-infected-recovered model; R-0; reproductive number; bioeconomics; INFECTIOUS-DISEASES; INFLUENZA; CHOICE;
D O I
10.1073/pnas.1011250108
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The science and management of infectious disease are entering a new stage. Increasingly public policy to manage epidemics focuses on motivating people, through social distancing policies, to alter their behavior to reduce contacts and reduce public disease risk. Person-to-person contacts drive human disease dynamics. People value such contacts and are willing to accept some disease risk to gain contact-related benefits. The cost-benefit trade-offs that shape contact behavior, and hence the course of epidemics, are often only implicitly incorporated in epidemiological models. This approach creates difficulty in parsing out the effects of adaptive behavior. We use an epidemiological-economic model of disease dynamics to explicitly model the trade-offs that drive person-to-person contact decisions. Results indicate that including adaptive human behavior significantly changes the predicted course of epidemics and that this inclusion has implications for parameter estimation and interpretation and for the development of social distancing policies. Acknowledging adaptive behavior requires a shift in thinking about epidemiological processes and parameters.
引用
收藏
页码:6306 / 6311
页数:6
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