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New insights into the association between lameness, behavior, and performance in Simmental cows

机译:在Simmental Cows中跛行,行为和性能之间的新见解

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摘要

In a herd of 100 milking Simmental cows, data ofperformance and behavior parameters were collectedautomatically with different systems such as pedometers,an automatic milking system, and automaticweighing troughs for 1 yr. Performance measures wereseveral milking-related parameters, live weight, as wellas feed intake. Behavior-associated measures were feedingbehavior (e.g. feeding duration, number of visits tothe trough, and feeding pace) as well as activity suchas lying duration, number of lying bouts, and overallactivity. In the same time, lameness status of every cowwas assessed with weekly locomotion scoring. Accordingto the score animals were then classified lame (score4 or 5) or nonlame (score 1, 2, or 3). From these data intotal, 25 parameters summarized to daily values wereevaluated for their ability to determine the lamenessstatus of a cow. Data were analyzed with a regularizedregression method called elastic net with the outcomelame or nonlame. The final model had a high predictionaccuracy with an area under the curve of 0.91[95% confidence interval (CI) = 0.88–0.94]. Specificitywas 0.81 (95% CI = 0.73–0.85) and sensitivity was 0.94(95% CI = 0.88–1.00). The most important factors associatedwith a cow being lame were number of meals,average feed intake per meal, and average duration of ameal. Lame cows fed in fewer and shorter meals with adecreased intake per meal. Milk yield and lying-behavior-associated parameters were relevant in the model,too, but only as parts of interaction terms demonstratingtheir strong dependence on other factors. A highermilk yield only resulted in higher risk of being lame iffeed intake was decreased. The same accounts for lyingduration: only if lying time was below the 50% quantiledid an increased milk yield result in a higher risk ofbeing lame. The association of lameness and daily lyingduration was influenced by daily feeding duration andfeeding duration at daytime. The results of the studygive deeper insights on how the association betweenbehavior and performance parameters and lameness isinfluenced by intrinsic factors in particular and thatmany of these have to be considered when trying topredict lameness based on such data. The findings leadto a better understanding why, for instance, lying durationor milk yield seem to be highly correlated withlameness in cows but still have not been overly useful asparameters in other lameness detection models.
机译:在100个挤奶奶牛的牛群中,数据收集性能和行为参数自动使用诸如测量仪等不同系统,自动挤奶系统和自动称重槽1年。表现措施是几个挤奶相关的参数,实际体重,也是如此作为饲料摄入量。行为相关的措施正在喂食行为(例如喂养持续时间,访问次数槽和喂养速度)以及活动作为躺着,躺着的谎言数量,整体活动。同时,每头牛的跛足状态每周运动评估评估。根据到分数动物然后被分类跛脚(得分4或5)或非名称(得分1,2或3)。从这些数据中总计为每日值的25个参数是评估他们确定跛行的能力牛的状态。用正则化分析数据回归方法称为Elixt Net的结果跛脚或非遗产。最终模型具有很高的预测具有0.91曲线下面积的精度[95%置信区间(CI)= 0.88-0.94]。特异性为0.81(95%CI = 0.73-0.85),灵敏度为0.94(95%CI = 0.88-1.00)。相关的最重要因素牛瘸子是膳食数量,每顿饭的平均进料摄入,平均持续时间一顿饭。瘸子的牛喂食少和少吃每顿饭的摄入量减少。牛奶产量和撒谎 - 行为 - 相关参数在模型中相关,也是,但仅作为互动条款的部分展示他们对其他因素的强烈依赖。更高如果存在跛脚的牛奶率仅导致了更高的风险进料摄入量减少了。撒谎也是如此持续时间:只有在躺卧时间低于50%smasterile是否增加了牛奶产量导致更高的风险瘸子。跛行和日常撒谎的协会持续时间受日常喂养持续时间的影响在白天喂养持续时间。研究结果更深入地了解如何联系之间的关系行为和性能参数和跛行是特别是特别是因素的影响试图时必须考虑其中许多这些基于此类数据预测跛行。调查结果引领更好地理解为什么,例如,说谎持续时间或牛奶产量似乎与之高度相关奶牛的跛足但仍然没有过于用的其他跛足检测模型中的参数。

著录项

  • 来源
    《Journal of dairy science》 |2019年第3期|2453-2468|共16页
  • 作者单位

    Institute for Agricultural Engineering and Animal Husbandry Bavarian State Research Center for Agriculture Munich 85586 Germany;

    Institute for Agricultural Engineering and Animal Husbandry Bavarian State Research Center for Agriculture Munich 85586 Germany;

    Chair of Animal Welfare Animal Behavior Animal Hygiene und Animal Husbandry Department of Veterinary Sciences Faculty of Veterinary Medicine Ludwig-Maximilians-University Munich 80539 Germany;

    Food Animal Production Medicine Section School of Veterinary Medicine University of Wisconsin Madison 53706;

    Food Animal Production Medicine Section School of Veterinary Medicine University of Wisconsin Madison 53706;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    lameness; behavior; performance; dairycow; automatic lameness detection;

    机译:跛足;行为;表现;乳制品牛;自动跛足检测;
  • 入库时间 2022-08-18 22:29:33

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