Through the Calf’s Eye: Exploring Infrared Thermography to Uncover Pair-Housed Calves’ Affective States
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Animals and Exclusion Criterion
2.2. Housing and Management
2.3. Health Assessment
- Vitality score [27]: calves were scored from 5 (alert, stands unassisted) to 1 (permanent lateral recumbency/coma). Intermediate scores reflected quieter behavior with need for stimulation to stand (4), unstable stance after being lifted from sternal recumbency (3), or permanent sternal recumbency with apathy (2);
- Fecal score [28]: 0 = normal; 1 = semi formed/pasty; 2 = loose but remaining on bedding; 3 = watery, penetrating bedding. Diarrhea was defined as a score ≥ 2;
- Ocular discharge [29]: 0 = absent; 1 = presence of wet or dry discharge ≥ 3 cm;
- Nasal discharge [29]: 0 = absent; 1 = dense, visible discharge (transparent to yellow-green);
- Cough: spontaneous occurrence.
2.4. Thermography Images
2.5. Data Analysis
3. Results and Discussion
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Mendl, M.; Paul, E.S. Animal Affect and Decision-Making. Neurosci. Biobehav. Rev. 2020, 112, 144–163. [Google Scholar] [CrossRef]
- Mendl, M.; Neville, V.; Paul, E.S. Bridging the Gap: Human Emotions and Animal Emotions. Affect. Sci. 2022, 3, 703–712. [Google Scholar] [CrossRef]
- Paul, E.S.; Mendl, M.T. Tackling Challenges in the Study of Animal Emotions: A Review. Cogn. Emot. 2025, 39, 1190–1209. [Google Scholar] [CrossRef]
- de Oca, M.A.; Mendl, M.; Whay, H.R.; Held, S.; Lambton, S.L.; Telkänranta, H. An Exploration of Surface Temperature Asymmetries as Potential Markers of Affective States in Calves Experiencing or Observing Disbudding. Anim. Welf. 2024, 33, e45. [Google Scholar] [CrossRef]
- Leliveld, L.M.C.; Langbein, J.; Puppe, B. The Emergence of Emotional Lateralization: Evidence in Non-Human Vertebrates and Implications for Farm Animals. Appl. Anim. Behav. Sci. 2013, 145, 1–14. [Google Scholar] [CrossRef]
- Aristizabal-Tique, V.H.; Henao-Pérez, M.; López-Medina, D.C.; Zambrano-Cruz, R.; Díaz-Londoño, G. Facial Thermal and Blood Perfusion Patterns of Human Emotions: Proof-of-Concept. J. Therm. Biol. 2023, 112, 103464. [Google Scholar] [CrossRef]
- Johnson, S.R.; Rao, S.; Hussey, S.B.; Morley, P.S.; Traub-Dargatz, J.L. Thermographic Eye Temperature as an Index to Body Temperature in Ponies. J. Equine Vet. Sci. 2011, 31, 63–66. [Google Scholar] [CrossRef]
- Stewart, M.; Stookey, J.M.; Stafford, K.J.; Tucker, C.B.; Rogers, A.R.; Dowling, S.K.; Verkerk, G.A.; Schaefer, A.L.; Webster, J.R. Effects of Local Anesthetic and a Nonsteroidal Antiinflammatory Drug on Pain Responses of Dairy Calves to Hot-Iron Dehorning. J. Dairy Sci. 2009, 92, 1512–1519. [Google Scholar] [CrossRef] [PubMed]
- McGreevy, P.; Warren-Smith, A.; Guisard, Y. The Effect of Double Bridles and Jaw-Clamping Crank Nosebands on Temperature of Eyes and Facial Skin of Horses. J. Vet. Behav. 2012, 7, 142–148. [Google Scholar] [CrossRef]
- Stewart, M.; Webster, J.R.; Verkerk, G.A.; Schaefer, A.L.; Colyn, J.J.; Stafford, K.J. Non-Invasive Measurement of Stress in Dairy Cows Using Infrared Thermography. Physiol. Behav. 2007, 92, 520–525. [Google Scholar] [CrossRef] [PubMed]
- Tschoner, T. Methods for Pain Assessment in Calves and Their Use for the Evaluation of Pain during Different Procedures—A Review. Animals 2021, 11, 1235. [Google Scholar] [CrossRef]
- Stewart, M.; Stafford, K.J.; Dowling, S.K.; Schaefer, A.L.; Webster, J.R. Eye Temperature and Heart Rate Variability of Calves Disbudded with or without Local Anaesthetic. Physiol. Behav. 2008, 93, 789–797. [Google Scholar] [CrossRef]
- Stewart, M.; Schaefer, A.; Haley, D.; Colyn, J.; Cook, N.; Stafford, K.; Webster, J. Infrared Thermography as a Non-Invasive Method for Detecting Fear-Related Responses of Cattle to Handling Procedures. Anim. Welf. 2008, 17, 387–393. [Google Scholar] [CrossRef]
- Uddin, J.; Phillips, C.J.C.; Goma, A.A.; McNeill, D.M. Relationships between Infrared Temperature and Laterality. Appl. Anim. Behav. Sci. 2019, 220, 104855. [Google Scholar] [CrossRef]
- Stewart, M.; Verkerk, G.A.; Stafford, K.J.; Schaefer, A.L.; Webster, J.R. Noninvasive Assessment of Autonomic Activity for Evaluation of Pain in Calves, Using Surgical Castration as a Model. J. Dairy Sci. 2010, 93, 3602–3609. [Google Scholar] [CrossRef] [PubMed]
- Costa, J.H.C.; von Keyserlingk, M.A.G.; Weary, D.M. Invited Review: Effects of Group Housing of Dairy Calves on Behavior, Cognition, Performance, and Health. J. Dairy Sci. 2016, 99, 2453–2467. [Google Scholar] [CrossRef] [PubMed]
- Donadio, J.P.; De-Sousa, K.T.; Torres, R.d.N.S.; Alves, T.C.; Hötzel, M.J.; Deniz, M. A Meta-Analysis Approach to Evaluate the Effects of Early Group Housing on Calf Performance, Health, and Behavior during the Preweaning Period. J. Dairy Sci. 2025, 108, 954–967. [Google Scholar] [CrossRef]
- Bolt, S.L.; Boyland, N.K.; Mlynski, D.T.; James, R.; Croft, D.P. Pair Housing of Dairy Calves and Age at Pairing: Effects on Weaning Stress, Health, Production and Social Networks. PLoS ONE 2017, 12, e0166926. [Google Scholar] [CrossRef]
- Costa, J.H.C.; Meagher, R.K.; von Keyserlingk, M.A.G.; Weary, D.M. Early Pair Housing Increases Solid Feed Intake and Weight Gains in Dairy Calves. J. Dairy Sci. 2015, 98, 6381–6386. [Google Scholar] [CrossRef]
- Miller-Cushon, E.K.; DeVries, T.J. Effect of Social Housing on the Development of Feeding Behavior and Social Feeding Preferences of Dairy Calves. J. Dairy Sci. 2016, 99, 1406–1417. [Google Scholar] [CrossRef]
- Jensen, M.B.; Vestergaard, K.S.; Krohn, C.C.; Munksgaard, L. Effect of Single versus Group Housing and Space Allowance on Responses of Calves during Open-Field Tests. Appl. Anim. Behav. Sci. 1997, 54, 109–121. [Google Scholar] [CrossRef]
- De Paula Vieira, A.; von Keyserlingk, M.A.G.; Weary, D.M. Presence of an Older Weaned Companion Influences Feeding Behavior and Improves Performance of Dairy Calves before and after Weaning from Milk. J. Dairy Sci. 2012, 95, 3218–3224. [Google Scholar] [CrossRef]
- Costa, J.H.C.; Daros, R.R.; von Keyserlingk, M.A.G.; Weary, D.M. Complex Social Housing Reduces Food Neophobia in Dairy Calves. J. Dairy Sci. 2014, 97, 7804–7810. [Google Scholar] [CrossRef]
- Gaillard, C.; Meagher, R.K.; von Keyserlingk, M.A.G.; Weary, D.M. Social Housing Improves Dairy Calves’ Performance in Two Cognitive Tests. PLoS ONE 2014, 9, e90205. [Google Scholar] [CrossRef]
- Bučková, K.; Špinka, M.; Hintze, S. Pair Housing Makes Calves More Optimistic. Sci. Rep. 2019, 9, 20246. [Google Scholar] [CrossRef]
- Lombard, J.; Urie, N.; Garry, F.; Godden, S.; Quigley, J.; Earleywine, T.; McGuirk, S.; Moore, D.; Branan, M.; Chamorro, M.; et al. Consensus Recommendations on Calf- and Herd-Level Passive Immunity in Dairy Calves in the United States. J. Dairy Sci. 2020, 103, 7611–7624. [Google Scholar] [CrossRef] [PubMed]
- Boccardo, A.; Biffani, S.; Belloli, A.; Biscarini, F.; Sala, G.; Pravettoni, D. Risk Factors Associated with Case Fatality in 225 Diarrhoeic Calves: A Retrospective Study. Vet. J. 2017, 228, 38–40. [Google Scholar] [CrossRef]
- McGuirk, S.M. Disease Management of Dairy Calves and Heifers. Vet. Clin. N. Am. Food Anim. Pract. 2008, 24, 139–153. [Google Scholar] [CrossRef] [PubMed]
- Welfare Quality®. Welfare Quality® Assessment Protocol for Cattle; Welfare Quality® Consortium: Lelystad, The Netherlands, 2009. [Google Scholar]
- Lowe, G.L.; Sutherland, M.A.; Waas, J.R.; Schaefer, A.L.; Cox, N.R.; Stewart, M. Physiological and Behavioral Responses as Indicators for Early Disease Detection in Dairy Calves. J. Dairy Sci. 2019, 102, 5389–5402. [Google Scholar] [CrossRef] [PubMed]
- Montanholi, Y.R.; Odongo, N.E.; Swanson, K.C.; Schenkel, F.S.; McBride, B.W.; Miller, S.P. Application of Infrared Thermography as an Indicator of Heat and Methane Production and Its Use in the Study of Skin Temperature in Response to Physiological Events in Dairy Cattle (Bos Taurus). J. Therm. Biol. 2008, 33, 468–475. [Google Scholar] [CrossRef]
- Talukder, S.; Thomson, P.C.; Kerrisk, K.L.; Clark, C.E.F.; Celi, P. Evaluation of Infrared Thermography Body Temperature and Collar-Mounted Accelerometer and Acoustic Technology for Predicting Time of Ovulation of Cows in a Pasture-Based System. Theriogenology 2015, 83, 739–748. [Google Scholar] [CrossRef]
- Mallick, S.P.; Zickler, T.E.; Kriegman, D.J.; Belhumeur, P.N. Beyond Lambert: Reconstructing Specular Surfaces Using Color. In Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05), San Diego, CA, USA, 20–26 June 2005; IEEE: New York, NY, USA; pp. 619–626. [Google Scholar]
- Alsaaod, M.; Büscher, W. Detection of Hoof Lesions Using Digital Infrared Thermography in Dairy Cows. J. Dairy Sci. 2012, 95, 735–742. [Google Scholar] [CrossRef]
- Bowers, S.; Gandy, S.; Anderson, B.; Ryan, P.; Willard, S. Assessment of Pregnancy in the Late-Gestation Mare Using Digital Infrared Thermography. Theriogenology 2009, 72, 372–377. [Google Scholar] [CrossRef]
- Nikkhah, A.; Plaizier, J.C.; Einarson, M.S.; Berry, R.J.; Scott, S.L.; Kennedy, A.D. Short Communication: Infrared Thermography and Visual Examination of Hooves of Dairy Cows in Two Stages of Lactation. J. Dairy Sci. 2005, 88, 2749–2753. [Google Scholar] [CrossRef]
- Eddy, A.L.; Van Hoogmoed, L.M.; Snyder, J.R. The Role of Thermography in the Management of Equine Lameness. Vet. J. 2001, 162, 172–181. [Google Scholar] [CrossRef] [PubMed]
- Reuscher, K.J.; Salter, R.S.; Van Os, J.M.C. Thermal Comfort and Ventilation Preferences of Dairy Calves Raised in Paired Outdoor Hutches during Summertime. J. Dairy Sci. 2024, 107, 2284–2296. [Google Scholar] [CrossRef] [PubMed]
- Reuscher, K.J.; Salter, R.S.; da Silva, T.E.; Van Os, J.M.C. Comparison of Behavior, Thermoregulation, and Growth of Pair-Housed versus Individually Housed Calves in Outdoor Hutches during Continental Wintertime. J. Dairy Sci. 2024, 107, 2268–2283. [Google Scholar] [CrossRef]
- Mincu, M.; Nicolae, I.; Gavojdian, D. Infrared Thermography as a Non-Invasive Method for Evaluating Stress in Lactating Dairy Cows during Isolation Challenges. Front. Vet. Sci. 2023, 10, 1236668. [Google Scholar] [CrossRef]
- Cannas, S.; Palestrini, C.; Canali, E.; Cozzi, B.; Ferri, N.; Heinzl, E.; Minero, M.; Chincarini, M.; Vignola, G.; Dalla Costa, E. Thermography as a Non-Invasive Measure of Stress and Fear of Humans in Sheep. Animals 2018, 8, 146. [Google Scholar] [CrossRef]
- Comin, M.; Atallah, E.; Chincarini, M.; Mazzola, S.M.; Canali, E.; Minero, M.; Cozzi, B.; Rossi, E.; Vignola, G.; Dalla Costa, E. Events with Different Emotional Valence Affect the Eye’s Lacrimal Caruncle Temperature Changes in Sheep. Animals 2023, 14, 50. [Google Scholar] [CrossRef] [PubMed]





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Pesenti Rossi, G.; Barbieri, S.; Dalla Costa, E.; Minero, M.; Canali, E. Through the Calf’s Eye: Exploring Infrared Thermography to Uncover Pair-Housed Calves’ Affective States. Animals 2026, 16, 182. https://doi.org/10.3390/ani16020182
Pesenti Rossi G, Barbieri S, Dalla Costa E, Minero M, Canali E. Through the Calf’s Eye: Exploring Infrared Thermography to Uncover Pair-Housed Calves’ Affective States. Animals. 2026; 16(2):182. https://doi.org/10.3390/ani16020182
Chicago/Turabian StylePesenti Rossi, Gaia, Sara Barbieri, Emanuela Dalla Costa, Michela Minero, and Elisabetta Canali. 2026. "Through the Calf’s Eye: Exploring Infrared Thermography to Uncover Pair-Housed Calves’ Affective States" Animals 16, no. 2: 182. https://doi.org/10.3390/ani16020182
APA StylePesenti Rossi, G., Barbieri, S., Dalla Costa, E., Minero, M., & Canali, E. (2026). Through the Calf’s Eye: Exploring Infrared Thermography to Uncover Pair-Housed Calves’ Affective States. Animals, 16(2), 182. https://doi.org/10.3390/ani16020182

