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Reticulo-rumen temperature as a predictor of calving time in primiparous and parous Holstein females

机译:网状瘤胃温度可作为初产和产卵荷斯坦牛产犊时间的预测指标

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The objective of this research was to define and analyze drops in reticulo-rumen temperature (Trr) as an indicator of calving time in Holstein females. Data were collected from 111 primiparous and 150 parous Holstein females between November 2012 and March 2013. Between -15 and -5 d relative to anticipated calving date, each female received an orally administered temperature sensing reticulo-rumen bolus that collected temperatures hourly. Daily mean Trr was calculated from d - 5 to 0 relative to using all Trr values (A-Trr) or only Trr values ≥37.7℃ (W-Trr) not altered by water intake. To identify a Trr drop, 2 methodologies for computing the baseline temperature were used. Generalized linear models (GLM) were used to estimate the probability of calving within the next 12 or 24 h for primiparous, parous, and all females, based on the size of the Trr drop. For all GLM, a large drop in Trr corresponded with a large estimated probability of calving. The predictive power of the GLM was assessed using receiver-operating characteristic (ROC) curves. The ROC curve analyses showed that all models, regardless of methodology in calculation of the baseline or tested category (primiparous or parous), were able to predict calving; however, area under the ROC curve values, an indication of prediction quality, were greater for methods predicting calving within 24 h. Further comparisons between GLM for primiparous and parous, and using baseline 1 and 2, provide insight on the differences in predictive performance. Based on the GLM, Trr drops of 0.2, 0.3, and 0.4℃ were identified as useful indicators of parturition and further analyzed using sensitivity, specificity, and diagnostic odds ratios. Based on sensitivity, specificity, and diagnostic odds ratios, the best indicator of calving was an average Trr drop ≥0.2℃, regardless of methodology used to compute the baseline or category of animal evaluated.
机译:这项研究的目的是定义和分析网状瘤胃温度(Trr)的下降,作为荷斯坦牛犊产犊时间的指标。在2012年11月至2013年3月之间,从111位初产雌性和150位雌性荷斯坦雌性动物中收集了数据。相对于预期产犊日期,在-15至-5 d之间,每位雌性均接受了口服温度感知网状瘤胃推注,每小时收集一次温度。相对于使用所有Trr值(A-Trr)或仅由水摄入量不变的Trr值≥37.7℃(W-Trr)而言,每日平均Trr是从d-5到0计算。为了确定Trr下降,使用了两种计算基线温度的方法。基于Trr下降的大小,使用广义线性模型(GLM)来估计初生,胎生和所有雌性在接下来的12或24小时内产犊的概率。对于所有GLM,Trr的大幅下降对应于产犊的较大估计概率。使用接收器工作特性(ROC)曲线评估了GLM的预测能力。 ROC曲线分析表明,所有模型,无论计算基线或测试类别(初生或同卵)的方法如何,均能够预测产犊。但是,ROC曲线值下的面积(预测质量的指标)对于预测24小时内产犊的方法更大。使用基线1和基线2对初产和产卵的GLM进行进一步比较,可以洞悉预测性能的差异。根据GLM,可确定0.2、0.3和0.4℃的Trr下降是分娩的有用指标,并使用敏感性,特异性和诊断比值比进行进一步分析。基于敏感性,特异性和诊断比值比,产犊的最佳指标是平均Trr下降≥0.2℃,无论使用哪种方法来计算被评估动物的基线或类别。

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