Clustering of facial action units in horses with pain
Pain assessment in horses is a relatively new topic in veterinary medicine and there is no universally accepted pain scale for assessing pain in horses. Assessing and managing pain is essential for the welfare of the animal. Several different pain scale systems have been made for both humans and...
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| Formato: | Second cycle, A2E |
| Lenguaje: | sueco Inglés |
| Publicado: |
2019
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| Acceso en línea: | https://stud.epsilon.slu.se/14892/ |
| _version_ | 1855572486217793536 |
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| author | Silventoinen, Alina |
| author_browse | Silventoinen, Alina |
| author_facet | Silventoinen, Alina |
| author_sort | Silventoinen, Alina |
| collection | Epsilon Archive for Student Projects |
| description | Pain assessment in horses is a relatively new topic in veterinary medicine and there is no universally accepted pain scale for assessing pain in horses. Assessing and managing pain is essential for the welfare of the animal.
Several different pain scale systems have been made for both humans and animals. An example of this is Composite Pain Scale (CPS), where several parameters, such as behaviour and physiological parameters, are being assessed at the same time. Studies of pain assessment through facial expressions are several in human medicine but only a few studies have been made on horses. The Horse Grimace Scale and Equine Pain Scale are examples of studies on facial expressions and pain in horses.
Equine Facial Action Coding System (EquiFACS) is a method of identifying and coding facial expressions on horses on the basis of underlying facial musculature and muscle movement. The system is based on Action Units and Action Descriptors which each represent a separate movement.
Facial actions have been used together with artificial intelligence in order to evaluate pain in humans. This is probably possible to do with horses as well, but more training data is needed.
This study included 28 films of horses with and without pain, both in experimental and clinical setting. The films were coded using Equine Facial Action Coding System in order to analyse how the different facial action units cluster in horses with and without pain. Relevant facial actions for the equine pain face were selected in order to visualise changes in duration, frequency and occurrence between painful and non-painful horses, as well as upper and lower facial actions. According to the two-sample t test, only one facial action unit (AD38, nostril dilator) had statistical significance. However, the linear discriminant analysis showed a 92% correct classification in duration in pain/no pain.
Stress may have influenced pain behaviour due to stress-induced analgesia or hyperalgesia. A larger sample size is needed in order to investigate this further, but there is potential for EquiFACS to be used as a tool for objective pain scoring. |
| format | Second cycle, A2E |
| id | RepoSLU14892 |
| institution | Swedish University of Agricultural Sciences |
| language | Swedish Inglés |
| publishDate | 2019 |
| publishDateSort | 2019 |
| record_format | eprints |
| spelling | RepoSLU148922021-03-01T00:15:07Z https://stud.epsilon.slu.se/14892/ Clustering of facial action units in horses with pain Silventoinen, Alina Veterinary science and hygiene - General aspects Pain assessment in horses is a relatively new topic in veterinary medicine and there is no universally accepted pain scale for assessing pain in horses. Assessing and managing pain is essential for the welfare of the animal. Several different pain scale systems have been made for both humans and animals. An example of this is Composite Pain Scale (CPS), where several parameters, such as behaviour and physiological parameters, are being assessed at the same time. Studies of pain assessment through facial expressions are several in human medicine but only a few studies have been made on horses. The Horse Grimace Scale and Equine Pain Scale are examples of studies on facial expressions and pain in horses. Equine Facial Action Coding System (EquiFACS) is a method of identifying and coding facial expressions on horses on the basis of underlying facial musculature and muscle movement. The system is based on Action Units and Action Descriptors which each represent a separate movement. Facial actions have been used together with artificial intelligence in order to evaluate pain in humans. This is probably possible to do with horses as well, but more training data is needed. This study included 28 films of horses with and without pain, both in experimental and clinical setting. The films were coded using Equine Facial Action Coding System in order to analyse how the different facial action units cluster in horses with and without pain. Relevant facial actions for the equine pain face were selected in order to visualise changes in duration, frequency and occurrence between painful and non-painful horses, as well as upper and lower facial actions. According to the two-sample t test, only one facial action unit (AD38, nostril dilator) had statistical significance. However, the linear discriminant analysis showed a 92% correct classification in duration in pain/no pain. Stress may have influenced pain behaviour due to stress-induced analgesia or hyperalgesia. A larger sample size is needed in order to investigate this further, but there is potential for EquiFACS to be used as a tool for objective pain scoring. 2019-08-19 Second cycle, A2E NonPeerReviewed application/pdf sv https://stud.epsilon.slu.se/14892/7/silventoinen_a_190123.pdf Silventoinen, Alina, 2019. Clustering of facial action units in horses with pain. Second cycle, A2E. Uppsala: (VH) > Dept. of Clinical Sciences (until 231231) <https://stud.epsilon.slu.se/view/divisions/OID-715.html> urn:nbn:se:slu:epsilon-s-10997 eng |
| spellingShingle | Veterinary science and hygiene - General aspects Silventoinen, Alina Clustering of facial action units in horses with pain |
| title | Clustering of facial action units
in horses with pain |
| title_full | Clustering of facial action units
in horses with pain |
| title_fullStr | Clustering of facial action units
in horses with pain |
| title_full_unstemmed | Clustering of facial action units
in horses with pain |
| title_short | Clustering of facial action units
in horses with pain |
| title_sort | clustering of facial action units
in horses with pain |
| topic | Veterinary science and hygiene - General aspects |
| url | https://stud.epsilon.slu.se/14892/ https://stud.epsilon.slu.se/14892/ |