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首页> 外文期刊>Stochastic environmental research and risk assessment >Coupling models of cattle and farms with models of badgers for predicting the dynamics of bovine tuberculosis (TB)
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Coupling models of cattle and farms with models of badgers for predicting the dynamics of bovine tuberculosis (TB)

机译:牛和农场与of模型的耦合模型,用于预测牛结核病(TB)的动态

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摘要

Bovine Tuberculosis (TB) is a major problem for the agricultural industry in several countries. TB can be contracted and spread by species other than cattle and this can cause a problem for disease control. In the UK and Ireland, badgers are a recognised reservoir of infection and there has been substantial discussion about potential control strategies. We present a coupling of individual based models of bovine TB in badgers and cattle, which aims to capture the key details of the natural history of the disease and of both species at approximately county scale. The model is spatially explicit it follows a very large number of cattle and badgers on a different grid size for each species and includes also winter housing. We show that the model can replicate the reported dynamics of both cattle and badger populations as well as the increasing prevalence of the disease in cattle. Parameter space used as input in simulations was swept out using Latin hypercube sampling and sensitivity analysis to model outputs was conducted using mixed effect models. By exploring a large and computationally intensive parameter space we show that of the available control strategies it is the frequency of TB testing and whether or not winter housing is practised that have the most significant effects on the number of infected cattle, with the effect of winter housing becoming stronger as farm size increases. Whether badgers were culled or not explained about 5 %, while the accuracy of the test employed to detect infected cattle explained less than 3 % of the variance in the number of infected cattle.
机译:牛结核病(TB)是一些国家农业生产的主要问题。结核病可以通过牛以外的其他物种传染和传播,这可能导致疾病控制问题。在英国和爱尔兰,badge是公认的感染源,因此人们对潜在的控制策略进行了大量讨论。我们提出了rs和牛的牛结核病个体化模型的结合,其目的是在大约县级范围内捕获该疾病和这两种物种的自然史的关键细节。该模型在空间上是明确的,在每个物种的不同网格大小上遵循大量牛和rs,还包括冬季住房。我们表明,该模型可以复制牛和badge种群的动态报告,以及该病在牛中的患病率增加。使用拉丁超立方体采样清除了用作模拟输入的参数空间,并使用混合效应模型对模型输出进行了敏感性分析。通过探索一个庞大且计算量大的参数空间,我们表明,在可用的控制策略中,结核病检测的频率以及是否实施冬季住房对受感染牛的数量影响最大,并受冬季影响随着农场规模的扩大,住房变得越来越坚固。 rs是否被扑杀的解释率约为5%,而用于检测被感染牛的测试的准确性解释了被感染牛数量方差的不足3%。

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