Projects per year
Personal profile
Research interests
Assessment of animal stress, pain and other negative emotional states. This includes development of predominantly behavioural tests and measurements that allow inferences to be made about the negative experiences of animals as a consequence of farm housing and husbandry practices.
Understanding welfare and production implications of the prenatal environment in farm animals. Specific research into the impact of prenatal stress on animal welfare outcomes in pigs. Research into the risk posed, under current commercial farming conditions in the UK, to production and welfare by prenatal stress and suboptimal nutrition across all livestock species.
Supervision
PhD student (2011-2016) ’A study of the efficacy of an anti-GnRH vaccine as more welfare friendly method of castration for ram lambs’ with Edinburgh University
PhD student (2011-2015) ’Addressing pain at parturition in pigs’ with Edinburgh University
PhD student (2011-2016) ’Identifying barriers to pain mitigation in farm animals’ with Edinburgh University
PhD student (2014-2017) ’Effect of late pregnancy management on behaviour, welfare and calf health in dairy cattle’ with Edinburgh University
PhD student (2013-2017) ’Impact of prenatal and postnatal stress on offspring behaviour and epigenetic regulation of stress axis function in sheep’ with Edinburgh University
Projects
Current
2016-2022 RESAS ‘Strategic research programme RD 2.2.8 'Improved husbandry and reduction of painful procedures'
2018-2022 BBSRC BB/S002138/1 ‘EmotiPig, Investigating automatic detection of emotion in biometrically identified pig faces using machine learning’ (£101K)
2021-2024 BB/V001515/1 ‘Operationalising social competence and estimating its genetic and genomic basis to improve the welfare of pigs’ (£558K)
Previous
2017-2018 Zoetis ’The use of intestinal microbiota as a biomarker for swine wellness and performance’ (£110K)
2018-2019 UIF ‘Advancing performance on Scottish beef farms through improving body condition scoring skills’ (£38K)
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Collaborations and top research areas from the last five years
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HoliWell: Towards a Holistic Assessment of Animal Welfare using Emotion and Deep Learning
Rutherford, K. (PI) & Baxter, E. (CoI)
15/10/25 → 14/10/28
Project: Research
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RESAS 22-27: SRUC-a3-5 Practical On-farm Solutions For Welfare And Sustainability: Solutions To Chronic Problems
Haskell, M. (PI), Donbavand, J. (CoI), Dwyer, C. (CoI), D'Eath, R. (CoI), Turner, S. (CoI), Baxter, E. (CoI), Jack, M. (CoI) & Rutherford, K. (CoI)
Scottish Government: Rural & Environment Science & Analytical Services
1/04/22 → 31/03/27
Project: Research
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RESAS 22-27: SRUC-a3-2 Eu Exit ? Challenges And Opportunities For Animal Welfare.
D'Eath, R. (PI), Donbavand, J. (CoI), Lawrence, A. (CoI), Akaichi, F. (CoI), Dwyer, C. (CoI), Wemelsfelder, F. (CoI), Turner, S. (CoI), Haskell, M. (CoI), Baxter, E. (CoI) & Rutherford, K. (CoI)
Scottish Government: Rural & Environment Science & Analytical Services
1/04/22 → 31/03/27
Project: Research
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Evaluation of procaine HCL local anaesthetic for control of pain associated with castration and tail docking in lambs.
Rutherford, K. (PI)
1/04/22 → 31/03/23
Project: Research
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FARMCARE: Farm interventions to control antimicrobial resistance
Baxter, E. (PI), Farish, M. (Technician) & Rutherford, K. (Researcher)
14/02/22 → 13/08/25
Project: Research
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A study of associations between gastric ulcers and the behaviour of finisher pigs
Rutherford, K., Thompson, C., Thomson, J., Lawrence, A., Nielsen, E., Busch, M., Haugegaard, S. & Sandoe, P., 29 Mar 2018, (First published) In: Livestock Science. 212, p. 45 - 51 7 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile15 Citations (Scopus)128 Downloads (Pure) -
A review of pain assessment in pigs
Ison, S., Clutton, R., Di Giminiani, P. & Rutherford, K., 28 Nov 2016, (First published) In: Frontiers in Veterinary Science. 3, p. 8 - 5 2 p.Research output: Contribution to journal › Review article › peer-review
Open AccessFile115 Citations (Scopus)105 Downloads (Pure) -
Epigenetics and developmental programming of welfare and production traits in farm animals
Sinclair, K., Rutherford, K., Wallace, J., Brameld, J., Stoger, R., Alberio, R., Sweetman, D., Gardner, D., Perry, V., Adam, C., Ashworth, C., Robinson, J. & Dwyer, C., 21 Jul 2016, (First published) In: Reproduction, Fertility and Development. 28, 10, p. 1443 - 1478 36 p.Research output: Contribution to journal › Review article › peer-review
Open AccessFile97 Citations (Scopus)176 Downloads (Pure) -
A Deep Learning Framework for Detecting Cross-Generational Facial Markers Associated with Stress in Pigs
Yunas, S. U., Shahbaz, A., Baxter, E. M., Rutherford, K. M. D., Hansen, M. F., Smith, M. L., Smith, L. N. & Marinello, F. (Editor), 29 Oct 2025, (First published) In: Agriculture (Switzerland). 15, 21, 2253.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Deep Learning-Based Classification of Stress in Sows Using Facial Images
Yunas, S., Shahbaz, A., Baxter, E., Farish, M., Rutherford, K., Hansen, M., Smith, M. & Smith, L., Feb 2025, Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies. SciTePress, Vol. 1. p. 390-396 7 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Activities
- 1 Invited talk
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Webinar: Managing cows during pregnancy to improve calf health, welfare and performance
Rutherford, K. (Speaker)
29 Sept 2022Activity: Talk, evidence or presentation types › Invited talk
Press/Media
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Netflix documentary - Connected - The Hidden Science of Everything
Baxter, E., Rutherford, K., Smith, M. & Hansen, M.
2/08/20
1 item of Media coverage
Press/Media
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How does the pig look? Facial recognition to serve as early warning system for pig diseases
Baxter, E., Rutherford, K., Smith, M. & Hansen, M.
13/07/20
1 Media contribution
Press/Media
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As happy as a pig in mud or feeling sow-er? New technology could read animals’ emotions
Baxter, E., Rutherford, K., Smith, M. L. & Hansen, M.
28/08/19
1 item of Media coverage
Press/Media
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Happy Pigs?
Baxter, E., Rutherford, K., Smith, M. L. & Hansen, M.
23/08/19
1 item of Media coverage
Press/Media
Impacts
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Qualitative Behaviour Assessment: An animal welfare assessment tool used worldwide
Wemelsfelder, F. (Participant), Lawrence, A. (Participant), Dwyer, C. (Participant), Rutherford, K. (Participant) & Turner, S. (Participant)
Impact: Societal
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