Modeling human mobility responses to the large-scale spreading of infectious diseases

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作者
Sandro Meloni
Nicola Perra
Alex Arenas
Sergio Gómez
Yamir Moreno
Alessandro Vespignani
机构
[1] University of Rome ”Roma Tre”,Department of Informatics and Automation
[2] Institute for Biocomputation and Physics of Complex Systems (BIFI),Center for Complex Networks and Systems Research, School of Informatics and Computing & Pervasive Technology Institute
[3] University of Zaragoza,Department d'Enginyeria Informàtica i Matemàtiques
[4] Indiana University,Department of Theoretical Physics
[5] Linkalab,undefined
[6] Center for the Study of Complex Networks,undefined
[7] Universitat Rovira i Virgili,undefined
[8] University of Zaragoza,undefined
[9] Computational Epidemiology Laboratory,undefined
[10] Institute for Scientific Interchange,undefined
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摘要
Current modeling of infectious diseases allows for the study of realistic scenarios that include population heterogeneity, social structures and mobility processes down to the individual level. The advances in the realism of epidemic description call for the explicit modeling of individual behavioral responses to the presence of disease within modeling frameworks. Here we formulate and analyze a metapopulation model that incorporates several scenarios of self-initiated behavioral changes into the mobility patterns of individuals. We find that prevalence-based travel limitations do not alter the epidemic invasion threshold. Strikingly, we observe in both synthetic and data-driven numerical simulations that when travelers decide to avoid locations with high levels of prevalence, this self-initiated behavioral change may enhance disease spreading. Our results point out that the real-time availability of information on the disease and the ensuing behavioral changes in the population may produce a negative impact on disease containment and mitigation.
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