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Current Trends in Artificial Intelligence and Bovine Mastitis Research: A Bibliometric Review Approach
Thatiane Mendes Mitsunaga1, Breno Luis Nery Garcia2, Ligia Beatriz Rizzanti Pereira2
1Luiz de Queiroz College of Agriculture-ESALQ, University of São Paulo, Av. Pádua Dias, 11, Piracicaba 13418-900, SP, Brazil.
Artificial intelligence (AI) shows promise for diagnosing bovine mastitis, a costly dairy cow disease. Research trends indicate growing interest in AI for mastitis detection, with potential for further development.
Area of Science:
- Veterinary Science
- Computer Science
- Data Science
Background:
- Bovine mastitis significantly impacts dairy herd profitability, necessitating accurate diagnostic methods.
- Artificial intelligence (AI) models offer potential for improved mastitis classification, identification, prediction, and diagnosis.
Purpose of the Study:
- To conduct a bibliometric review of artificial intelligence (AI) and bovine mastitis research.
- To analyze trends and identify key themes in Scopus-indexed publications from 2011 to 2021.
Main Methods:
- Bibliometric analysis of 62 Scopus-indexed documents.
- Identification of key terms, prominent researchers, publications, themes, and keyword clusters.
- Trend analysis of AI and bovine mastitis research from 2011 to 2021.
Main Results:
- "Mastitis" and "machine learning" were the most cited terms, with increasing trends from 2018-2021.
- "Sensors" and "mastitis detection" emerged as relevant terms.
- The United States led in publications and collaborations; research interest surged from 2016-2021.
Conclusions:
- AI research for bovine mastitis is growing, with a notable increase in publications.
- Few studies have specifically utilized AI for bovine mastitis detection, primarily using artificial neural networks.
- Significant potential exists for further research and development of AI applications in bovine mastitis detection.
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