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在复杂模拟模型中,使用特定操作的异质接触参数会改变口蹄疫疫情的预测结果。

Use of heterogeneous operation-specific contact parameters changes predictions for foot-and-mouth disease outbreaks in complex simulation models.

作者信息

Dickey Bradley F, Carpenter Tim E, Bartell Scott M

机构信息

Center for Animal Disease Modeling and Surveillance, VM: CADMS, Department of Medicine and Epidemiology, School of Veterinary Medicine, University of California, One Shields Avenue, Davis, CA 95616, USA.

出版信息

Prev Vet Med. 2008 Nov 17;87(3-4):272-87. doi: 10.1016/j.prevetmed.2008.04.006. Epub 2008 Jun 24.

Abstract

The role of contact parameters in a complex spatial simulation model of foot-and-mouth disease spread was determined by comparing predictions of number of infected premises, epidemic duration, and relative infection risk for different production sectors between a model that included the Full, heterogeneous (differing by production type) type-specific information about animal, vehicle and personnel movement between premises, and models that used partial and homogeneous (similar across production types) weighted-mean or proxy parameter sets for contacts between premises of all types. The model was run using a dataset of known premises locations in a three-county area in the Central Valley of California and categorized into 13 premises types and six production sectors. Results from models run with homogeneous contact parameters were always different from those obtained from the Full model, demonstrating that model predictions are affected by heterogeneity in contact parameters. Models simplified by using weighted-mean parameters predicted fewer infected premises. Models that were simplified by using medium dairy farm or large swine operation proxy parameters predicted longer epidemics with more infected premises, while those using small beef operation proxy parameters predicted shorter epidemics with fewer infected premises. Simplified-parameter models underestimated the impact on the economically important dairy sector, while overestimating the impact on beef and backyard operations. Results establish a need for heterogeneous, operation-specific contact parameters in complex stochastic simulation models that must be weighed against the cost of obtaining and coding premises type-specific contact information.

摘要

通过比较以下模型之间不同生产部门的感染场所数量、疫情持续时间和相对感染风险的预测结果,确定了接触参数在口蹄疫传播复杂空间模拟模型中的作用:一个包含关于动物、车辆和人员在场所间移动的完整、异质性(因生产类型而异)的特定类型信息的模型,以及使用部分和同质性(跨生产类型相似)加权均值或代理参数集来表示所有类型场所间接触的模型。该模型使用加利福尼亚中央谷地一个三县地区已知场所位置的数据集运行,并分为13种场所类型和6个生产部门。使用同质性接触参数运行的模型结果始终与完整模型的结果不同,表明模型预测受接触参数异质性的影响。使用加权均值参数简化的模型预测的感染场所较少。使用中型奶牛场或大型养猪场代理参数简化的模型预测疫情持续时间更长,感染场所更多,而使用小型肉牛场代理参数的模型预测疫情持续时间更短,感染场所更少。简化参数模型低估了对口蹄疫经济上重要的奶牛部门的影响,同时高估了对肉牛和后院养殖的影响。结果表明,在复杂的随机模拟模型中需要异质性的、针对具体养殖类型的接触参数,同时必须权衡获取和编码特定场所类型接触信息的成本。

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