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Suitability and limitations of portion-specific abattoir data as part of an early warning system for emerging diseases of swine in Ontario

机译:特定部分屠宰场数据作为安大略省猪新兴疾病预警系统的一部分的适用性和局限性

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摘要

BackgroundAbattoir data have the potential to provide information for geospatial disease surveillance applications, but the quality of the data and utility for detecting disease outbreaks is not well understood. The objectives of this study were to 1) identify non-disease factors that may bias these data for disease surveillance and 2) determine if major disease events that took place during the study period would be captured using multi-level modelling and scan statistics. We analyzed data collected at all provincially-inspected abattoirs in Ontario, Canada during 2001-2007. During these years there were outbreaks of porcine circovirus-associated disease (PCVAD), porcine reproductive and respiratory syndrome (PRRS) and swine influenza that produced widespread disease within the province. Negative binomial models with random intercepts for abattoir, to account for repeated measurements within abattoirs, were created. The relationships between partial carcass condemnation rates for pneumonia and nephritis with year, season, agricultural region, stock price, and abattoir processing capacity were explored. The utility of the spatial scan statistic for detecting clusters of high partial carcass condemnation rates in space, time, and space-time was investigated.
机译:背景屠宰场数据具有为地理空间疾病监测应用提供信息的潜力,但人们对数据质量和用于检测疾病暴发的效用尚不甚了解。这项研究的目的是:1)确定可能使这些数据偏向疾病监测的非疾病因素,以及2)确定是否可以使用多级建模和扫描统计数据来捕获研究期间发生的重大疾病事件。我们分析了2001-2007年间在加拿大安大略省所有省级屠宰场收集的数据。在这些年中,猪圆环病毒相关疾病(PCVAD),猪生殖和呼吸综合症(PRRS)和猪流感的暴发在全省引起了广泛的疾病。创建了带有随机截距的负二项式模型,以解决屠宰场内的重复测量问题。探讨了肺炎和肾炎部分car体定殖率与年,季节,农业地区,股票价格和屠宰场加工能力之间的关系。研究了空间扫描统计数据在空间,时间和时空中检测高局部partial体定殖率的簇的实用性。

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