ArticlePloS one2021
Effect of transportation and social isolation on facial expressions of healthy horses.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 45 citations in OpenAlex.
- Social enrichment mitigates facial expressions and physiological indicators of short-term stress in horses.PloS one · 2026Article
- Recognition of unfamiliar predators in domestic horses through only visual predator cues.PloS one · 2026Article
- Determining optimal practices for foal weaning - A protocol for a systematic review and network meta-analysis.PloS one · 2026Article
- Effect of an adjustable ceiling to prevent premature rising attempts after general anesthesia in healthy ponies and horses: A pilot study.Veterinary surgery : VS · 2025Article
- Social Isolation of Horses vs. Support Provided by a Human.Animals : an open access journal from MDPI · 2025Article
- Emotional contagion of fear and joy from humans to horses using a combination of facial and vocal cues.Scientific reports · 2025Article
- Using deep learning models to decode emotional states in horses.Scientific reports · 2025Article
- The power of interspecific sociality: how humans provide social buffering for horses.Animal cognition · 2025Article
- Facial expressions during compound interventions of nociception, conspecific isolation, and sedation in horses.Scientific reports · 2025Article
- The neurobiological basis of emotions and their connection to facial expressions in non-human mammals: insights in nonverbal communication.Frontiers in veterinary science · 2025Review
- Auditory enrichment on facial and physiological responses of Pantaneiro geldings and mares under short-term stress.PloS one · 2025Article
- Article
- Spontaneous eye blinks in horses (Equus caballus) are modulated by attention.Scientific reports · 2024Article
- Changes in the equine facial repertoire during different orthopedic pain intensities.Scientific reports · 2024Article
- Article
- Horses (Equus caballus) facial micro-expressions: insight into discreet social information.Scientific reports · 2023Article
- Article
- Facial Expressions of Horses Using Weighted Multivariate Statistics for Assessment of Subtle Local Pain Induced by Polylactide-Based Polymers Implanted Subcutaneously.Animals : an open access journal from MDPI · 2022Article
- Welfare of equidae during transport.EFSA journal. European Food Safety Authority · 2022Article
- Sharing pain: Using pain domain transfer for video recognition of low grade orthopedic pain in horses.PloS one · 2022Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
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.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.