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      Use of a Tri-Axial Accelerometer Can Reliably Detect Play Behaviour in Newborn Calves

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          Abstract

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          Traditionally, health and production measures have been used to assess farm animal welfare, but these do not encompass all aspects of welfare. In recent years, the concept of “positive animal welfare” has been gaining momentum, in line with the notion that a good animal life prevents negative experiences and also promotes positive experiences. Play behaviour is considered to be a good indicator of positive animal welfare. Accelerometers (movement sensors) worn by animals can be used to monitor activity as a proxy for different behaviours in a much less time-consuming manner than traditional behavioural observations. In this study, we assessed whether a commercially available leg-mounted accelerometer could reliably identify play behaviour in newborn dairy calves. Our results showed that accelerometer technology can be used to identify the amount of play behaviour exhibited by newborn calves in the first 48 h of life, and we discuss its potential for use in the assessment of the welfare of newborn calves in the future.

          Abstract

          Traditionally, the welfare assessment of farm animals has focused on health and production outcomes. Positive welfare is, however, not merely the absence of negative welfare and is an important part of a life worth living. Play behaviour is widely considered to be an indicator of positive emotions because it is a “luxury” behaviour. Direct visual observation is considered the most accurate method of behavioural analysis, but it is time consuming and laborious. There is increasing interest in the use of remote monitoring technology to quantify behaviour. We compared the data output (“motion index” (MI)) from a commercially available tri-axial accelerometer fitted to newborn dairy calves to video footage of the same calves, with a focus on play behaviour. The motion index values over 48 h were positively correlated with both the duration of play behaviour and the number of play bouts. The motion index threshold in each sample interval with the optimal sensitivity and specificity for the identification of play behaviour was MI ≥ 2.5 at a 1 min resolution (sensitivity (Se) = 98.0%; specificity (Sp) = 92.9%) and MI ≥ 24.5 at a 15 min resolution (Se = 98.0%; Sp = 89.9%), but these values consistently overestimated the overall proportion of sample intervals in which play was observed. The MI that best reflected the results obtained from visual one-zero sampling was MI ≥ 23 for 1 min intervals and MI ≥ 62 for 15 min intervals—this may therefore be the basis of a more conservative approach to the identification of play behaviour from accelerometer-generated data. Our results indicate that accelerometer-generated data can usefully indicate the amount of play behaviour shown by newborn calves for up to 48 h, providing an efficient method for identifying this important parameter in future work.

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          Most cited references49

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          Observing the unwatchable through acceleration logging of animal behavior

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            A comparative study of ordinary cross-validation, v-fold cross-validation and the repeated learning-testing methods

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                Author and article information

                Journal
                Animals (Basel)
                Animals (Basel)
                animals
                Animals : an Open Access Journal from MDPI
                MDPI
                2076-2615
                05 July 2020
                July 2020
                : 10
                : 7
                : 1137
                Affiliations
                [1 ]Scottish Centre for Production Animal Health and Food Safety, University of Glasgow School of Veterinary Medicine, Bearsden Road, Glasgow G61 1QH, UK; Kathryn.Ellis@ 123456glasgow.ac.uk
                [2 ]Institute of Biodiversity, Animal Health & Comparative Medicine, University of Glasgow Garscube Estate, Bearsden Road, Glasgow G61 1QH, UK; erin.cuthbert@ 123456gov.bc.ca (E.C.); Dorothy.McKeegan@ 123456glasgow.ac.uk (D.M.)
                Author notes
                [* ]Correspondence: n.gladden.1@ 123456research.gla.ac.uk ; Tel.: +44-141-330-5815
                Author information
                https://orcid.org/0000-0002-1233-2315
                Article
                animals-10-01137
                10.3390/ani10071137
                7401565
                32635608
                e63fc026-1bfa-40eb-88f5-df6d7e5633af
                © 2020 by the authors.

                Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( http://creativecommons.org/licenses/by/4.0/).

                History
                : 28 May 2020
                : 02 July 2020
                Categories
                Article

                welfare,calf behaviour,accelerometer,play,positive welfare state

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