Accuracy of models for the 2001 foot-and-mouth epidemic

被引:66
作者
Tildesley, Michael J. [1 ,2 ]
Deardon, Rob [3 ]
Savill, Nicholas J. [4 ]
Bessell, Paul R. [4 ]
Brooks, Stephen P. [5 ]
Woolhouse, Mark E. J. [4 ]
Grenfell, Bryan T. [6 ]
Keeling, Matt J. [1 ,2 ]
机构
[1] Univ Warwick, Dept Biol Sci, Coventry CV4 7AL, W Midlands, England
[2] Univ Warwick, Math Inst, Coventry CV4 7AL, W Midlands, England
[3] Univ Guelph, Dept Math & Stat, Guelph, ON N1G 2W1, Canada
[4] Univ Edinburgh, Ctr Infect Dis, Vet Epidemiol Grp, Roslin EH25 9RG, Midlothian, Scotland
[5] Univ Cambridge, Ctr Math Sci, Stat Lab, Cambridge CB3 0WB, England
[6] Penn State Univ, Dept Biol, Ctr Infect Dis & Dynam, University Pk, PA 16802 USA
基金
英国惠康基金;
关键词
foot and mouth; model-data comparison; stochastic; spatial;
D O I
10.1098/rspb.2008.0006
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Since 2001 models of the spread of foot-and-mouth disease, supported by the data from the UK epidemic, have been expounded as some of the best examples of problem-driven epidemic models. These claims are generally based on a comparison between model results and epidemic data at fairly coarse spatio-temporal resolution. Here, we focus on a comparison between model and data at the individual farm level, assessing the potential of the model to predict the infectious status of farms in both the short and long terms. Although the accuracy with which the model predicts farms reporting infection is between 5 and 15%, these low levels are attributable to the expected level of variation between epidemics, and are comparable to the agreement between two independent model simulations. By contrast, while the accuracy of predicting culls is higher (20-30%), this is lower than expected from the comparison between model epidemics. These results generally support the contention that the type of the model used in 2001 was a reliable representation of the epidemic process, but highlight the difficulties of predicting the complex human response, in terms of control strategies to the perceived epidemic risk.
引用
收藏
页码:1459 / 1468
页数:10
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