Assessing measures of animal welfare
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Abstract There are many decision contexts in which we require accurate information on animal welfare, in ethics, management, and policy. Unfortunately, many of the methods currently used for estimating animal welfare in these contexts are subjective and unreliable, and thus unlikely to be accurate. In this paper, I look at how we might apply principled methods from animal welfare science to arrive at more accurate scores, which will then help us in making the best decisions for animals. I construct and apply a framework of desiderata for welfare measures, to assess the best of the currently available methods and argue that a combined use of both a whole-animal measure and a combination measurement framework for assessing welfare will give us the most accurate answers to guide our action.
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Denying elephants freedoms can result in maladaptation, chronic stress, poor welfare, and abnormal stereotypic behaviors.
“Denying these freedoms can result in maladaptation, chronic stress, poor welfare (32, 33), and abnormal stereotypic behaviors (34, 35).”
From Comparison of animal welfare assessment tools and methodologies: need for an effective approach for captive elephants in Asia (2024) · cites this paper as [32]
The Introduction discusses animal welfare generally, and the Cognitive bias section discusses stress as a possible welfare indicator. Neither links denial of freedoms in elephants to maladaptation, chronic stress, poor welfare, or stereotypic behavior; the References list an elephant-welfare study but do not report that finding. Searched for freedom restriction, elephants, stress, and stereotypic behavior. (LLM, conf=0.75)
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Improving wild animal welfare through contraception
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Mösch, L., Kunczik, J., Breuer, L., Merhof, D., Gass, P., Potschka, H., Zechner, D., Vollmar, B., Tolba, R. H., Häger, C., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0286230 · Cited by 9 · see citing works
Cost-effectiveness of One Health interventions for rabies elimination: a systematic review
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Mittal, R., Ho, A., Adivikolanu, H., Sawhney, M., Lemos, J. R. N., Mittal, M., & Hirani, K. (2025) · Frontiers in Pharmacology · doi:10.3389/fphar.2025.1644907 · Cited by 9 · see citing works
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Ghimire, R., Brown, J. L., Thitaram, C., & Bansiddhi, P. (2024) · Frontiers in Veterinary Science · doi:10.3389/fvets.2024.1370909 · Cited by 8 · see citing works
The importance of end-of-life welfare
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Animal Minds, Social Change, and the Future of Fisheries Science
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Exploring the Importance of Environmental Complexity for Newly Hatched Zebrafish
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Are the key welfare models effective for exotic pet animals?
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Vickram, A. S., Infant, S. S., Saravanan, A., Mathan, M. C. M., Gulothungan, G., & Chopra, H. (2025) · Annals of Medicine and Surgery · doi:10.1097/ms9.0000000000003622 · Cited by 4 · see citing works
Assessing laboratory animal welfare: the crucial importance of construct validity
Mason, G. (2026) · Laboratory Animals · doi:10.1177/00236772251380871 · Cited by 4 · see citing works
Arndt, S. S., van der Staay, F. J., & Goerlich, V. C. (2024) · Animal Welfare · doi:10.1017/awf.2024.36 · Cited by 5 · see citing works
Apis mellifera welfare: definition and future directions
Formato, G., Giannottu, E., Roncoroni, C., Lorenzi, V., & Brajon, G. (2024) · Frontiers in Animal Science · doi:10.3389/fanim.2024.1486587 · Cited by 5 · see citing works
Application of Machine Learning in Drone Technology for Tracking of Tigers
AlZubi, A. A., & Alkhanifer, A. A. (2024) · Indian Journal of Animal Research · doi:10.18805/ijar.bf-1759 · Cited by 6 · see citing works
Judgment bias, fear, and stress responses of Red Junglefowl and Athens Canadian Random Bred chickens
Oyeniran, V. J., Whittle, R. H., Orlowski, S., & Weimer, S. (2025) · Frontiers in Animal Science · doi:10.3389/fanim.2025.1573847 · Cited by 3 · see citing works
Effects of scentwork and traditional training classes on dog welfare, behavior, and human-dog bond
Sobol, S., & Dowling‐Guyer, S. (2026) · Applied Animal Behaviour Science · doi:10.1016/j.applanim.2026.106924 · Cited by 3 · see citing works
Professional dog trainers’ perspectives on training methods: ethical and evidentiary insights
DeLeeuw, J. L., & Williams, T. J. (2026) · Frontiers in Veterinary Science · doi:10.3389/fvets.2026.1744448 · Cited by 4 · see citing works
Review: How do we measure welfare on farm? Indicators, proxies and gold standards
Dwyer, C. M., Jørgensen, G. H. M., & Gautier, J. M. (2026) · animal · doi:10.1016/j.animal.2026.101790 · Cited by 3 · see citing works
Mösch, L., Kunczik, J., Breuer, L., Merhof, D., Gass, P., Potschka, H., Zechner, D., Vollmar, B., Tolba, R. H., Häager, C., et al. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.05.12.540546 · Cited by 3 · see citing works
The Importance and Intended Use of the Mental State Domain in the Five Domains Model
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Time to death for on-farm emergency slaughtered cattle in Norway
Skúladóttir, G., Holmøy, I. H., & Martin, A. D. (2025) · Preventive Veterinary Medicine · doi:10.1016/j.prevetmed.2025.106670 · Cited by 2 · see citing works
Zhang, C., Torres, R. D. S., Gansel, L. C., & Bracke, M. B. M. (2026) · Smart Agricultural Technology · doi:10.1016/j.atech.2026.101814 · Cited by 2 · see citing works
Novel technologies for monitoring small ruminant welfare
Almeida, M., & Silva, S. R. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-22201-6.00002-5 · Cited by 3 · see citing works
Halm, D. (2024) · Journal of Applied Animal Ethics Research · doi:10.1163/25889567-bja10049
Animal welfare science, performance metrics, and proxy failure
Browning, H., & Veit, W. (2024) · Behavioral and Brain Sciences · doi:10.1017/s0140525x2300300x · Cited by 1 · see citing works
Self-citationOptimism about Wild Fish Welfare
York, K. (2024) · Journal of Agricultural and Environmental Ethics · doi:10.1007/s10806-024-09937-x · Cited by 1 · see citing works
A Survey on Inter-animal Welfare Comparisons
Bruers, S. (2025) · Journal of Applied Animal Ethics Research · doi:10.1163/25889567-bja10057 · Cited by 1 · see citing works
Fit-for-purpose validation of hair cortisol concentration as a biomarker of dairy cow welfare
Botia, M., Contreras-Aguilar, M. D., Cerón, J. M. C., Llonch, P., Berteselli, G. V., Canali, E., Frondelius, L., & Stygar, A. H. (2025) · Journal of Dairy Research · doi:10.1017/s0022029925101039 · Cited by 1 · see citing works
Measuring sleep in farm animals: Achievements and challenges
Möseler, S. M., & Stracke, J. (2025) · Applied Animal Behaviour Science · doi:10.1016/j.applanim.2025.106907 · Cited by 1 · see citing works
Beaulieu, M. (2026) · Biology Letters · doi:10.1098/rsbl.2025.0424 · Cited by 1 · see citing works
Assessing good physical health and resilience as a foundation for positive welfare in chickens
Jung, L., Newberry, R. C., Togami, Y., & Šemrov, M. Z. (2026) · Poultry Science · doi:10.1016/j.psj.2026.106805 · Cited by 1 · see citing works
PsittaWel: A welfare assessment tool for companion parrots
Piseddu, A., van Zeeland, Y. R. A., Hemsworth, L. M., & Rault, J. (2026) · Animal Welfare · doi:10.1017/awf.2026.10089 · Cited by 1 · see citing works
The emerging field of wild animal welfare science
Elliott, V. L., Beausoleil, N. J., Browning, H., Díez‐León, M., Goddard, P., Graham, M., Ramp, D., Sebo, J., Soryl, A., & Zemanova, M. A. (2026) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2026.06.003 · Cited by 1 · see citing works
Self-citationInclusive Cities for All Beings: Urban Animal Governance From a “One Welfare” Perspective
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Raudies, C., Knoll, M., & Gygax, L. (2025) · Applied Animal Behaviour Science · doi:10.1016/j.applanim.2025.106605
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Aydın, A. A., Şenok, A., & Dellal, G. (2023) · Turkish Journal of Agriculture - Food Science and Technology · doi:10.24925/turjaf.v11i1.156-165.5696
Editorial: Animal-Assisted Interventions
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Best Practice for Farmed Insect Welfare: Lessons from Black Soldier Flies
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Self-citationEnvironmental Parameters as Indicators of Bear Welfare
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Welfare of farm animals as an ethical component of the professional activity of a veterinarian
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Welfare implications of injuries and deformities in wild fish
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Novel behavioural measures of sheep welfare
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How precaution should track uncertainty in animal sentience judgements
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Assessment and valuation of government policies to improve food animal welfare
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Beyond human-centered automated machine learning
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- Authors
- Browning, H.
- Affiliations
- London School of Economics and Political Science (GB)
- Corresponding author
- Browning, Heather
- ORCID
- Browning, Heather
- Venue
- Biology & Philosophy
- Published
- 2022-08
- Volume
- 37
- Issue
- 4
- ISSN
- 0169-3867 (ISSN-L)
- 1572-8404
- OpenAlex
- W3027854888
- Cited by
- 85
- References
- 85
- Citations by year
- 2026: 23 · 2025: 21 · 2024: 18 · 2023: 14 · 2022: 3 · 2021: 4 · 2020: 2
- FWCI
- 15.52
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Biology & Philosophy (publishedVersion, cc-by)
- PhilSci-Archive (University of Pittsburgh) (acceptedVersion)
- ePrints Soton (University of Southampton) (acceptedVersion)
- London School of Economics and Political Science Theses Online (London School of Economics and Political Science) (acceptedVersion)
- London School of Economics and Political Science Research Online (London School of Economics and Political Science) (acceptedVersion)
- PhilPapers (PhilPapers Foundation) (submittedVersion)
- Funders
- H2020 European Research Council (851145)
- Topics
- Health Sciences › Veterinary › Small Animals › Animal Behavior and Welfare Studies
- Social Sciences › Law › Animal Law and Welfare
- Social Sciences › Arts and Humanities › Philosophy › Philosophical Ethics and Theory
- Keywords
- animal welfare, welfare measurement, animal ethics, animal welfare policy, animal management
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