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Multigeneration Reproduction Ratios and the Effects of Clustered Unvaccinated Individuals on Epidemic Outbreak
Authors:David E Hiebeler  Isaac J Michaud  Hamilton Hoxie Ackerman  Shannon Reed Iosevich  Andre Robinson
Institution:1.Department of Mathematics and Statistics,University of Maine,Orono,USA;2.Department of Mathematics and Statistics,Boston University,Boston,USA;3.Biogen Idec, 14 Cambridge Center,Cambridge,USA;4.Department of Mathematics,University of Missouri,Columbia,USA;5.Department of Mathematics,Medgar Evers College,Brooklyn,USA;6.Department of Statistics,University of California, Berkeley,Berkeley,USA;7.Warner School of Education,University of Rochester,Rochester,USA
Abstract:An SIR epidemiological community-structured model is constructed to investigate the effects of clustered distributions of unvaccinated individuals and the distribution of the primary case relative to vaccination levels. The communities here represent groups such as neighborhoods within a city or cities within a region. The model contains two levels of mixing, where individuals make more intra-group than inter-group contacts. Stochastic simulations and analytical results are utilized to explore the model. An extension of the effective reproduction ratio that incorporates more spatial information by predicting the average number of tertiary infections caused by a single infected individual is introduced to characterize the system. Using these methods, we show that both the vaccination coverage and the variation in vaccination levels among communities affect the likelihood and severity of epidemics. The location of the primary infectious case and the degree of mixing between communities are also important factors in determining the dynamics of outbreaks. In some cases, increasing the efficacy of a vaccine can in fact increase the effective reproduction ratio in early generations, due to the effects of population structure on the likely initial location of an infection.
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