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Effect of clinical mastitis on the lactation curve: a mixed model estimation using daily milk weights

机译:临床乳腺炎对泌乳曲线的影响:使用每日牛奶重量的混合模型估计

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The objective of this study was to estimate the milk production losses associated with clinical mastitis using mixed linear models and correlation structures that have not been available previously. Data used included computer-recorded daily milk yields and detailed and accurate recordings of clinical mastitis cases. Two commercial Holstein dairy farms in New York State participated in the study, one with 650 lactating cows and another that began the study with 830 lactating cows and increased to 1120 cows by the end of the study. Cows on both farms were housed in free stall barns and milked 3 times daily in milking parlors. Electrical conductivity was used as a diagnostic aid for clinical mastitis on both farms. Date of clinical onset was recorded for every episode of clinical mastitis as well as for 8 other diseases defined using standardized case definitions (dystocia, milk fever, retained placenta, metritis, ketosis, displaced abomasum, lameness, and cystic ovarian disease) during the study period of October 1, 1999 to July 31, 2001. The mixed linear model for explaining variation in the outcome variable daily milk yield relative to non-mastitic herdmates found the terms for all 9 diseases studied, including clinical mastitis, significant. The model with an autoregressive correlation structure was preferred based on -2 * log likelihood, Akaike's information criterion, and Bayesian information criterion as well as savings in degrees of freedom. Separate analyses were run for first lactation cows and for second-plus lactation cows because their lactation curves were shaped differently. Adjusting for the effects of the other 8 diseases, milk production loss from clinical mastitis during the whole lactation was estimated as approximately 598 kg for second-plus lactation cows. However, cows that contracted mastitis had a daily production advantage of 2.6 kg over their herdmates until they contracted the disease. When compared with this potentially higher milk production, the total loss from clinical mastitis was estimated as 1181 kg.
机译:这项研究的目的是使用混合线性模型和相关结构来评估与临床乳腺炎有关的产奶量损失,而以前尚无此方法。使用的数据包括计算机记录的每日产奶量以及临床乳腺炎病例的详细而准确的记录。纽约州的两个商业荷斯坦奶牛场都参与了这项研究,一个农场有650头奶牛,另一个开始了830头奶牛的研究,到研究结束时增加到1120头。两个农场的奶牛都被安置在免费的畜舍中,每天在挤奶厅里挤奶3次。在两个农场中,电导率均被用作诊断临床乳腺炎的辅助手段。在研究期间,记录临床乳腺炎的每一次发作以及使用标准化病例定义定义的其他8种疾病(难产,乳热,胎盘滞留,子宫炎,酮症,异位厌恶症,la行和囊性卵巢疾病)的临床发作日期。在1999年10月1日至2001年7月31日期间。解释混合每日模型的每日产奶量相对于非乳化牛群的奶牛的变化的混合线性模型发现,所有9种疾病(包括临床乳腺炎)的用语均显着。基于-2对数似然,Akaike信息准则和Bayes信息准则以及自由度的节省,首选具有自回归相关结构的模型。对第一头泌乳牛和第二头+泌乳牛进行了单独的分析,因为它们的泌乳曲线形状不同。调整其他8种疾病的影响,对于第二头以上泌乳母牛,整个泌乳期间临床乳腺炎造成的产奶量损失约为598 kg。然而,患有乳腺炎的母牛比其同龄人的日产量优势为2.6千克,直到他们染上该疾病。与可能更高的产奶量相比,临床乳腺炎的总损失估计为1181公斤。

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