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运输和社会隔离对健康马匹面部表情的影响。

Effect of transportation and social isolation on facial expressions of healthy horses.

机构信息

Department of Anatomy, Physiology and Biochemistry, Swedish University of Agricultural Sciences, Uppsala, Sweden.

Department of Computer Science, University of California, Davis, California, United States of America.

出版信息

PLoS One. 2021 Jun 4;16(6):e0241532. doi: 10.1371/journal.pone.0241532. eCollection 2021.

Abstract

Horses have the ability to generate a remarkable repertoire of facial expressions, some of which have been linked to the affective component of pain. This study describes the facial expressions in healthy horses free of pain before and during transportation and social isolation, which are putatively stressful but ordinary management procedures. Transportation was performed in 28 horses by subjecting them to short-term road transport in a horse trailer. A subgroup (n = 10) of these horses was also subjected to short-term social isolation. During all procedures, a body-mounted, remote-controlled heart rate monitor provided continuous heart rate measurements. The horses' heads were video-recorded during the interventions. An exhaustive dataset was generated from the selected video clips of all possible facial action units and action descriptors, time of emergency, duration, and frequency according to the Equine Facial Action Coding System (EquiFACS). Heart rate increased during both interventions (p<0.01), confirming that they caused disruption in sympato-vagal balance. Using the current method for ascribing certain action units (AUs) to specific emotional states in humans and a novel data-driven co-occurrence method, the following facial traits were observed during both interventions: eye white increase (p<0.001), nostril dilator (p<0.001), upper eyelid raiser (p<0.001), inner brow raiser (p = 0.042), tongue show (p<0.001). Increases in 'ear flicker' (p<0.001) and blink frequency (p<0.001) were also seen. These facial actions were used to train a machine-learning classifier to discriminate between the high-arousal interventions and calm horses, which achieved at most 79% accuracy. Most facial features identified correspond well with previous findings on behaviors of stressed horses, for example flared nostrils, repetitive mouth behaviors, increased eye white, tongue show, and ear movements. Several features identified in this study of pain-free horses, such as dilated nostrils, eye white increase, and inner brow raiser, are used as indicators of pain in some face-based pain assessment tools. In order to increase performance parameters in pain assessment tools, the relations between facial expressions of stress and pain should be studied further.

摘要

马具有产生丰富面部表情的能力,其中一些与疼痛的情感成分有关。本研究描述了健康马在运输和社交隔离前和期间的无疼痛面部表情,这些都是假定的应激但普通的管理程序。在 28 匹马中进行了运输,让它们在马拖车内进行短期道路运输。其中一个亚组(n=10)的马也经历了短期的社交隔离。在所有过程中,使用身体安装的远程控制心率监测器提供连续的心率测量。在干预期间对马的头部进行了视频记录。从所有可能的面部动作单元和动作描述符的选定视频剪辑中生成了一个详尽的数据集,根据马面部动作编码系统(EquiFACS)记录了紧急情况的时间、持续时间和频率。心率在两次干预中均增加(p<0.01),这证实它们导致了交感神经迷走神经平衡的破坏。使用当前的人类特定情绪状态归因于特定动作单元(AU)的方法和新颖的数据驱动共现方法,在这两次干预中观察到以下面部特征:眼白增加(p<0.001)、鼻孔扩张器(p<0.001)、上眼睑提升器(p<0.001)、内眉提升器(p=0.042)、舌展示(p<0.001)。还观察到“耳闪烁”(p<0.001)和眨眼频率(p<0.001)增加。这些面部动作被用于训练机器学习分类器来区分高唤醒干预和冷静的马,最高准确率达到 79%。确定的大多数面部特征与以前关于应激马行为的发现很好地吻合,例如鼻孔扩张、重复的嘴部行为、眼白增加、舌展示和耳部运动。在这项对无痛马的研究中确定的一些特征,例如鼻孔扩张、眼白增加和内眉提升,被用作一些基于面部的疼痛评估工具中疼痛的指标。为了提高疼痛评估工具的性能参数,应进一步研究应激和疼痛的面部表情之间的关系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e8/8177539/4c81a0650428/pone.0241532.g001.jpg

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