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Risk factors for bovine respiratory disease in Australian feedlot cattle: Use of a causal diagram-informed approach to estimate effects of animal mixing and movements before feedlot entry

机译:澳大利亚饲料牛牛呼吸系统疾病的危险因素:使用因果关系图知识的方法来估计动物混合和运动前的动作的影响

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摘要

A nationwide longitudinal study was conducted to investigate risk factors for bovine respiratory disease (BRD) in cattle in Australian feedlots. After induction (processing), cattle were placed in feedlot pens (cohorts) and monitored for occurrence of BRD over the first 50 days on feed. Data from a national cattle movement database were used to derive variables describing mixing of animals with cattle from other farms, numbers of animals in groups before arrival at the feedlot, exposure of animals to saleyards before arrival at the feedlot, and the timing and duration of the animalu27s move to the vicinity of the feedlot. Total and direct effects for each risk factor were estimated using a causal diagram-informed process to determine covariates to include in four-level Bayesian logistic regression models. Mixing, group size and timing of the animalu27s move to the feedlot were important predictors of BRD. Animals not mixed with cattle from other farms prior to 12 days before induction and then exposed to a high level of mixing (≥4 groups of animals mixed) had the highest risk of developing BRD (OR 3.7) compared to animals mixed at least 4 weeks before induction with less than 4 groups forming the cohort. Animals in groups formed at least 13 days before induction comprising 100 or more (OR 0.5) or 50-99 (OR 0.8) were at reduced risk compared to those in groups of less than 50 cattle. Animals moved to the vicinity of the feedlot at least 27 days before induction were at reduced risk (OR 0.4) compared to cattle undergoing short-haul transportation (
机译:进行了一项全国性的纵向研究,以调查澳大利亚饲养场中牛的牛呼吸道疾病(BRD)的危险因素。诱导(加工)后,将牛放在饲养场的围栏(队列)中,并在饲喂的前50天内监测BRD的发生。使用来自全国牛群活动数据库的数据来得出变量,这些变量描述了其他农场的动物与牛的混合情况,到达饲养场之前的组中的动物数量,到达饲养场之前动物在牲畜饲养场中的暴露以及饲养的时间和持续时间。动物移到饲养场附近。使用因果图告知过程估算每个风险因素的总和直接影响,以确定要包括在四级贝叶斯逻辑回归模型中的协变量。动物混合,群体大小和移入饲养场的时间是BRD的重要预测指标。与至少混养至少4周的动物相比,在诱导前12天之前未与其他农场的牛混和的动物,然后暴露于高水平的混和(≥4组混和的动物)中,发生BRD的风险最高(OR 3.7)在归纳之前,少于4个组形成队列。与少于50头牛的组中的动物相比,在诱导前至少13天形成的组中的动物包括100或更多(OR 0.5)或50-99(OR 0.8)的动物处于降低的风险中。与进行短途运输的牛相比,在诱导前至少27天转移到饲养场附近的动物的风险降低(OR 0.4)(

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