{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["24"],"submitter":["Klingstrom T"],"funding":["Livestock Genetics Flagship of the Livestock CGIAR Research Program"],"pubmed_abstract":["Phenotyping of animals is a routine task in agriculture which can provide large datasets for the functional annotation of genomes. Using the livestock farming sector to study complex traits enables genetics researchers to fully benefit from the digital transformation of society as economies of scale substantially reduces the cost of phenotyping animals on farms. In the agricultural sector genomics has transitioned towards a model of 'Genomics without the genes' as a large proportion of the genetic variation in animals can be modelled using the infinitesimal model for genomic breeding valuations. Combined with third generation sequencing creating pan-genomes for livestock the digital infrastructure for trait collection and precision farming provides a unique opportunity for high-throughput "],"journal":["Briefings in functional genomics"],"pagination":["elae032"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC11735752"],"repository":["biostudies-literature"],"pubmed_title":["Beyond the hype: using AI, big data, wearable devices, and the internet of things for high-throughput livestock phenotyping."],"pmcid":["PMC11735752"],"pubmed_authors":["Klingstrom T","Zwane AA","Zonabend Konig E"],"additional_accession":[]},"is_claimable":false,"name":"Beyond the hype: using AI, big data, wearable devices, and the internet of things for high-throughput livestock phenotyping.","description":"Phenotyping of animals is a routine task in agriculture which can provide large datasets for the functional annotation of genomes. Using the livestock farming sector to study complex traits enables genetics researchers to fully benefit from the digital transformation of society as economies of scale substantially reduces the cost of phenotyping animals on farms. In the agricultural sector genomics has transitioned towards a model of 'Genomics without the genes' as a large proportion of the genetic variation in animals can be modelled using the infinitesimal model for genomic breeding valuations. Combined with third generation sequencing creating pan-genomes for livestock the digital infrastructure for trait collection and precision farming provides a unique opportunity for high-throughput ","dates":{"release":"2025-01-01T00:00:00Z","publication":"2025 Jan","modification":"2025-07-13T03:06:13.931Z","creation":"2025-07-13T03:06:13.931Z"},"accession":"S-EPMC11735752","cross_references":{"pubmed":["39158344"],"doi":["10.1093/bfgp/elae032"]}}