AUTHOR=Guzhva Oleksiy , Siegford Janice M. , Lunner Kolstrup Christina TITLE=The Hitchhiker's Guide to Integration of Social and Ethical Awareness in Precision Livestock Farming Research JOURNAL=Frontiers in Animal Science VOLUME=2 YEAR=2021 URL=https://www.frontiersin.org/journals/animal-science/articles/10.3389/fanim.2021.725710 DOI=10.3389/fanim.2021.725710 ISSN=2673-6225 ABSTRACT=
While fully automated livestock production may be considered the ultimate goal for optimising productivity at the farm level, the benefits and costs of such a development at the scale at which it needs to be implemented must also be considered from social and ethical perspectives. Automation resulting from Precision Livestock Farming (PLF) could alter fundamental views of human-animal interactions on farm and, even further, potentially compromise human and animal welfare and health if PLF development does not include a flexible, holistic strategy for integration. To investigate topic segregation, inclusion of socio-ethical aspects, and consideration of human-animal interactions within the PLF research field, the abstracts from 644 peer-reviewed publications were analysed using the recent advances in the Natural Language Processing (NLP). Two Latent Dirichlet Allocation (LDA) probabilistic models with varying number of topics (13 and 3 for Model 1 and Model 2, respectively) were implemented to create a generalised research topic overview. The visual representation of topics produced by LDA Model 1 and Model 2 revealed prominent similarities in the terms contributing to each topic, with only weight for each term being different. The majority of terms for both models were process-oriented, obscuring the inclusion of social and ethical angles in PLF publications. A subset of articles (5%,