Text mining approach in chicken meat welfare.

broiler chicken text mining topic analysis welfare

Journal

Poultry science
ISSN: 1525-3171
Titre abrégé: Poult Sci
Pays: England
ID NLM: 0401150

Informations de publication

Date de publication:
21 Sep 2024
Historique:
received: 21 06 2024
revised: 13 09 2024
accepted: 16 09 2024
medline: 7 10 2024
pubmed: 7 10 2024
entrez: 6 10 2024
Statut: aheadofprint

Résumé

The aim of the study was to analyze the aspects affecting broiler welfare with the use of Text Mining technique. This approach converts text into numerical data and analyzes word frequency distributions, enabling the extraction of useful information and the identification of relationships between elements. Text mining has limitations, i.e. ambiguity and context sensitivity, making it difficult to capture nuanced meanings. The search was carried out with Scopus using the term "Welfare" with the keywords "Chicken", "Broiler", "Broiler chicken", and "Chicken meat", to create a database of abstracts. Text Mining and Topic Analysis were performed on the abstracts (1228 documents) using the Software R 4.3.1., analyzing also the weight of bigram and trigram. Publications on broiler welfare are present in the bibliography since 1990's, but in the last 10 years, for the interest of public opinion, the numbers of publications significantly increased (76.5% of all documents published). USA, Brazil, and Europe-27 published 60% of the documents found. The works were published in a high number of journals, but 37% of them are published in only 4 journals (Poultry Science, Animals, Applied Animal Behavior Science and Animal Welfare). Text Mining analysis identified key terms related to the slaughter phase, housing management, and environmental conditions such as light quality and quantity. Moreover, a high correlation was found between some terms, underlying the importance of the effects of rearing, slaughter phases and litter management on broiler welfare. Most of the countries focused their research on some specific topics identified by Topic Analysis, mainly genetic selection, feeding, stocking density, slaughter, and consumer perceptions. Poultry Science published the highest number of papers (18%) and the topics more investigated were growing performance, transport and slaughter, and litter management. In conclusion, the high number of publications on chicken welfare underlines the importance of broiler welfare both in Europe and in other countries, even if it is difficult to identify common research topics among the geographic areas and the evolution over the time.

Identifiants

pubmed: 39369491
pii: S0032-5791(24)00927-1
doi: 10.1016/j.psj.2024.104349
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

104349

Informations de copyright

Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

DISCLOSURES The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Valentina Cesari (V)

Department of Agricultural and Environmental Sciences - Production, Territory, Agroenergy (DiSAA), University of Milan, 20133, Milan Italy.

Giulia Gislon (G)

Department of Agricultural and Environmental Sciences - Production, Territory, Agroenergy (DiSAA), University of Milan, 20133, Milan Italy. Electronic address: giulia.gislon@unimi.it.

Luciana Bava (L)

Department of Agricultural and Environmental Sciences - Production, Territory, Agroenergy (DiSAA), University of Milan, 20133, Milan Italy.

Ivan Toschi (I)

Department of Agricultural and Environmental Sciences - Production, Territory, Agroenergy (DiSAA), University of Milan, 20133, Milan Italy.

Classifications MeSH