ReviewFrontiers in veterinary science2022
Twelve Threats of Precision Livestock Farming (PLF) for Animal Welfare.
Review in Frontiers in veterinary science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
35 citing papers in PubMed, 87 citations in OpenAlex.
- Some attributes of pasture-based systems as they relate to dairy cow welfare.JDS communications · 2026Article
- SowPostureDS: A Multi-Class Image Dataset for YOLO-Based Detection of Sow Postures in diverse Farrowing Systems.Scientific data · 2026Article
- AI-based monitoring of broiler vocal repertoire dynamics reveals robust developmental and diurnal patterns but limited disease sensitivity.Poultry science · 2026Article
- Validation of an automated system for at-slaughter assessment of footpad dermatitis and hock burn in broiler chickens.Poultry science · 2026Article
- Modernizing Livestock Operations: Smart Feedlot Technologies and Their Impact.Animals : an open access journal from MDPI · 2026Review
- Seen but overlooked: animals as stakeholders in AI ethics discourses.Animal frontiers : the review magazine of animal agriculture · 2026Article
- AI Ethics Guidelines: Time to Include Animals.Science and engineering ethics · 2026Article
- A Comprehensive Review of Technological Advances in Meat Safety, Quality, and Sustainability for Public Health.Foods (Basel, Switzerland) · 2025Review
- Aerial monitoring of turkey behavior using unmanned aerial vehicles and computer vision.Poultry science · 2025Article
- Identification and characterization of clusters of potentially new vocalizations in broiler chickens using advanced acoustic analysis.Poultry science · 2025Article
- Advancements in Individual Animal Identification: A Historical Perspective from Prehistoric Times to the Present.Animals : an open access journal from MDPI · 2025Review
- The Role of Sensor Technologies in Estrus Detection in Beef Cattle: A Review of Current Applications.Animals : an open access journal from MDPI · 2025Review
- Precision Livestock Farming Applied to Swine Farms-A Systematic Literature Review.Animals : an open access journal from MDPI · 2025Review
- The Use of Selected Machine Learning Methods in Dairy Cattle Farming: A Review.Animals : an open access journal from MDPI · 2025Review
- Revolutionizing pig farming: Japan's technological innovations and environmental strategies for sustainability.Journal of advanced veterinary and animal research · 2025Article
- Modern Technologies for Improving Broiler Production and Welfare: A Review.Animals : an open access journal from MDPI · 2025Review
- AI for One Welfare: the role of animal welfare scientists in developing valid and ethical AI-based welfare assessment tools.Frontiers in veterinary science · 2025Article
- Who cares for happy cows? Exploring views of dairy stakeholders around an imaginary automated animal-based welfare assessment tool.Frontiers in veterinary science · 2025Article
- Explainable classification of goat vocalizations using convolutional neural networks.PloS one · 2025Article
- Use of animal-mounted accelerometers to identify positive welfare in dairy cattle.Dairy science and management · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Research and development of Precision Livestock Farming (PLF) is booming, partly due to hopes and claims regarding the benefits of PLF for animal welfare. These claims remain largely unproven, however, as only few PLF technologies focusing on animal welfare have been commercialized and adopted in practice. The prevailing enthusiasm and optimism about PLF innovations may be clouding the perception of possible threats that PLF may pose to farm animal welfare. Without claiming to be exhaustive, this paper lists 12 potential threats grouped into four categories: direct harm, indirect harm via the end-user, via changes to housing and management, and via ethical stagnation or degradation. PLF can directly harm the animals because of (1) technical failures, (2) harmful effects of exposure, adaptation or wearing of hardware components, (3) inaccurate predictions and decisions due to poor external validation, and (4) lack of uptake of the most meaningful indicators for animal welfare. PLF may create indirect effects on animal welfare if the farmer or stockperson (5) becomes under- or over-reliant on PLF technology, (6) spends less (quality) time with the animals, and (7) loses animal-oriented husbandry skills. PLF may also compromise the interests of the animals by creating transformations in animal farming so that the housing and management are (8) adapted to optimize PLF performance or (9) become more industrialized. Finally, PLF may affect the moral status of farm animals in society by leading to (10) increased speciesism, (11) further animal instrumentalization, and (12) increased animal consumption and harm. For the direct threats, possibilities for prevention and remedies are suggested. As the direction and magnitude of the more indirect threats are harder to predict or prevent, they are more difficult to address. In order to maximize the potential of PLF for improving animal welfare, the potential threats as well as the opportunities should be acknowledged, monitored and addressed.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.