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Recency-Weighted Statistical Modeling Approach to Attribute Illnesses Caused by 4 Pathogens to Food Sources Using Outbreak Data United States

机译:使用爆发数据美国爆发数据引起的4种病原体造成的疾病造成的疾病的预期加权统计学建模方法

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摘要

Foodborne illness source attribution is foundational to a risk-based food safety system. We describe a method for attributing US foodborne illnesses caused by nontyphoidal Salmonella enterica, Escherichia coli O157, Listeria monocytogenes, and Campylobacter to 17 food categories using statistical modeling of outbreak data. This method adjusts for epidemiologic factors associated with outbreak size, down-weights older outbreaks, and estimates credibility intervals. On the basis of 952 reported outbreaks and 32,802 illnesses during 1998–2012, we attribute 77% of foodborne Salmonella illnesses to 7 food categories (seeded vegetables, eggs, chicken, other produce, pork, beef, and fruits), 82% of E. coli O157 illnesses to beef and vegetable row crops, 81% of L. monocytogenes illnesses to fruits and dairy, and 74% of Campylobacter illnesses to dairy and chicken. However, because Campylobacter outbreaks probably overrepresent dairy as a source of nonoutbreak campylobacteriosis, we caution against using these Campylobacter attribution estimates without further adjustment.
机译:食源性疾病源归因是基于风险的食品安全系统的基础。我们描述了一种归因于使用统计建模的爆发数据造成统计建模,归因于非型式沙门氏菌肠道,大肠杆菌o157,李斯特里希菌属o157,李斯特里希菌属o157,李斯特里希菌属o157,histeria单核细胞增生和17个食品类别的弯曲杆菌。该方法调整与爆发规模相关的流行病学因素,较低重量较旧爆发,并估计可信度间隔。在952年报告的爆发和32,802次疾病的基础上,我们将77%的食物中腊肠疾病归因于7种食品类别(种子蔬菜,鸡蛋,鸡肉,其他产品,猪肉,牛肉和水果),e的82% 。Coli O157牛肉和蔬菜排作物的疾病,81%的L.单核细胞生成的水果和乳制品,74%的弯曲杆菌和乳制品疾病。然而,由于弯曲杆菌爆发可能超越乳制品作为非局弯曲弯曲杆菌的来源,我们谨慎对抗这些弯曲杆菌归因估计而无需进一步调整。

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