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Relation between observed locomotion traits and locomotion score in dairy cows

机译:奶牛运动特性与运动得分之间的关​​系

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摘要

Lameness is still an important problem in modern dairy farming. Human observation of locomotion, by looking at different traits in one go, is used in practice to assess locomotion. The objectives of this article were to determine which individual locomotion traits are most related to locomotion scores in dairy cows, and whether experienced raters are capable of scoring these individual traits consistently. Locomotion and 5 individual locomotion traits (arched back, asymmetric gait, head bobbing, reluctance to bear weight, and tracking up) were scored independently on a 5-level scale for 58 videos of different cows. Videos were shown to 10 experienced raters in 2 different scoring sessions. Relations between locomotion score and traits were estimated by 3 logistic regression models aiming to calculate the size of the fixed effects on the probability of scoring a cow in 1 of the 5 levels of the scale (model 1) and the probability of classifying a cow as lame (locomotion score ≥3; model 2) or as severely lame (locomotion score ≥4; model 3). Fixed effects were rater, session, traits, and interactions among fixed effects. Odds ratios were calculated 1;o estimate the relative probability to classify a cow as lame when an altered (trait score ≥3) or severely altered trait (trait score ≥4) was present. Overall intrarater and interrater reliability and agreement were calculated as weighted kappa coefficient (k,w) and percentage of agreement, respectively. Specific intrarater and interrater agreement for individual levels within a 5-level scale were calculated. All traits were significantly related to the locomotion score when scored with a 5- level scale and when classified as (severely) lame or nonlame. Odds ratios for altered and severely altered traits were 10.8 and 14.5 for reluctance to bear weight, 6.5 and 7.2 for asymmetric gait, and 4.8 and 3.2 for arched back, respectively. Raters showed substantial variation in reliability and agreement values when scoring traits. The acceptance threshold for overall intrarater reliability (kw ≥0.60) was exceeded by locomotion scoring and all traits. Overall interrater reliability values ranged from k,w = 0.53 for tracking up to kw = 0.61 for reluctance to bear weight. Intrarater and interrater agreement were below the acceptance threshold (percentage of agreement <75%). Most traits tended to have lower specific intrarater and interrater agreement in level 3 and 5 of the scale. In conclusion, raters had difficulties in scoring locomotion traits consistently, especially slight alterations were difficult to detect by experienced raters. Yet, the locomotion traits reluctance to bear weight, asymmetric gait, and arched back had the strongest relation with the locomotion score. These traits should have priority in locomotion-scoring-system guidelines and are the best to be used for the development of automated locomotion scoring systems.
机译:me行仍然是现代奶牛养殖中的重要问题。在实践中,通过一次观察人类的不同特征来进行人类运动观察,以评估运动。本文的目的是确定哪些个体运动特征与奶牛的运动得分最相关,以及经验丰富的评估者是否能够一致地对这些个体特征进行评分。运动和5个个体运动特征(拱背,不对称步态,头部摆动,不愿承受体重和追踪)分别以5级量表对58头不同母牛的视频进行了评分。在2个不同的评分时段中,向10位经验丰富的评分者展示了视频。通过3个逻辑回归模型估计了运动得分与性状之间的关系,旨在计算对5个等级量表(模型1)中的1个对牛评分的固定效应的大小以及将母牛分类为me足(运动评分≥3;模型2)或严重as足(运动评分≥4;模型3)。固定效应包括评分者,会话,特质以及固定效应之间的相互作用。计算赔率1; o评估当存在性状改变(性状得分≥3)或严重性状改变(性状得分≥4)时,将母牛分类为me脚的相对概率。总体评分者间和间位者的信度和一致性分别计算为加权κ系数(k,w)和一致性百分比。计算了5级量表中各个级别的特定内部评级者和间质一致性。当以5级量表评分并被分类为(严重)me足或非lam足时,所有特征均与运动得分显着相关。不愿承受体重的性状发生改变和严重改变的几率分别为10.8和14.5,步态不对称的曲折几率分别为6.5和7.2,向后弯曲的几率分别为4.8和3.2。评分者对特质进行评分时,其信度和一致性值存在很大差异。运动评分和所有特征均超过了评分者整体信度的认可阈值(kw≥0.60)。整体跟踪器的可靠性值范围从k,w = 0.53(跟踪)到kw = 0.61(不愿承重)。评分者之间的同意率低于接受阈值(同意率<75%)。在该等级的第3和第5级中,大多数特征倾向于具有较低的特定内部评级者和间质一致度。总之,评估者很难一致地对运动特征进行评分,尤其是经验丰富的评估者很难发现轻微的变化。然而,不愿承受体重,步态不对称和向后弯的运动特征与运动得分之间的关​​系最强。这些特征应在运动评分系统指南中优先考虑,并且最适合用于开发自动运动评分系统。

著录项

  • 来源
    《Journal of dairy science》 |2015年第12期|8623-8633|共11页
  • 作者单位

    Wageningen UR Livestock Research, Wageningen University, PO Box 338, 6700 AH, Wageningen, the Netherlands;

    Animal Production Systems Group, Wageningen University, PO Box 338, 6700 AH, Wageningen, the Netherlands;

    Farm Technology Group, Wageningen University, PO Box 36, 6700 AA, Wageningen, the Netherlands;

    Division Measure, Model and Manage Bioresponses, Katholieke Universiteit Leuven, PO Box 2456, 3001 Heverlee, Belgium;

    Division Measure, Model and Manage Bioresponses, Katholieke Universiteit Leuven, PO Box 2456, 3001 Heverlee, Belgium;

    Division Measure, Model and Manage Bioresponses, Katholieke Universiteit Leuven, PO Box 2456, 3001 Heverlee, Belgium;

    Institute of Agricultural Engineering-Agricultural Research Organization, PO Box 6, Bet-Dagan 50250, Israel;

    Division Measure, Model and Manage Bioresponses, Katholieke Universiteit Leuven, PO Box 2456, 3001 Heverlee, Belgium;

    Division Measure, Model and Manage Bioresponses, Katholieke Universiteit Leuven, PO Box 2456, 3001 Heverlee, Belgium;

    Wageningen UR Livestock Research, Wageningen University, PO Box 338, 6700 AH, Wageningen, the Netherlands;

  • 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

    agreement; lameness; locomotion; observer; reliability;

    机译:协议;行运动观察者可靠性;
  • 入库时间 2022-08-17 23:23:48

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