Detecting play behaviour in weaned dairy calves using accelerometer data.

IF 1.6 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Ciara McKay, Kathryn Ellis, Marie J Haskell, Heather Cousar, Nicola Gladden
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引用次数: 0

Abstract

This research paper describes a validation study evaluating the ability of IceTag accelerometers (Peacock Technology, UK) to detect play behaviour in weaned dairy calves. Play behaviour is commonly observed in young animals and is regarded as an indicator of positive welfare states. Eight Holstein Friesian calves aged three to five months old were monitored using leg-mounted accelerometers for 48 h. Data generated by accelerometers to quantify calf activity included step count, lying times and a proprietary measure of overall activity termed 'motion index' (MI). Calf behaviour was filmed continuously over the same 48-h period using closed circuit television cameras and analysed using one-zero sampling to identify the presence (1) or absence (0) of play within each 15-min time period. A positive correlation between MI and visually recorded play was found. Visual observations were compared with accelerometer-generated data and analysed using 2 × 2 contingency tables and classification and regression tree analysis. A MI value of ≥69 was established as the optimum threshold to detect play behaviour (sensitivity = 94.4%; specificity = 93.6%; balanced accuracy = 94.0%). The results of this study suggest that accelerometer-generated MI data have the potential to detect play behaviour in weaned dairy calves in a more time efficient manner than traditional visual observations.

利用加速度计数据检测断奶乳牛的玩耍行为
本研究论文介绍了一项验证研究,评估了 IceTag 加速度计(英国孔雀技术公司)检测断奶乳牛玩耍行为的能力。玩耍行为在幼畜中很常见,被视为积极福利状态的指标。加速度计生成的量化犊牛活动的数据包括步数、躺卧时间和称为 "运动指数"(MI)的整体活动专有测量方法。在相同的 48 小时内,使用闭路电视摄像机连续拍摄小牛的行为,并使用一零采样法进行分析,以确定在每个 15 分钟的时间段内是否有玩耍(1)。发现 MI 与目测记录的游戏之间存在正相关。目测观察结果与加速度计生成的数据进行了比较,并使用 2 × 2 或然率表以及分类和回归树分析法进行了分析。MI值≥69被确定为检测游戏行为的最佳阈值(灵敏度=94.4%;特异度=93.6%;平衡准确度=94.0%)。这项研究的结果表明,与传统的肉眼观察相比,加速度计生成的MI数据有可能以更省时的方式检测断奶奶牛犊牛的玩耍行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Dairy Research
Journal of Dairy Research 农林科学-奶制品与动物科学
CiteScore
3.80
自引率
4.80%
发文量
117
审稿时长
12-24 weeks
期刊介绍: The Journal of Dairy Research is an international Journal of high-standing that publishes original scientific research on all aspects of the biology, wellbeing and technology of lactating animals and the foods they produce. The Journal’s ability to cover the entire dairy foods chain is a major strength. Cross-disciplinary research is particularly welcomed, as is comparative lactation research in different dairy and non-dairy species and research dealing with consumer health aspects of dairy products. Journal of Dairy Research: an international Journal of the lactation sciences.
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