{"id":"W3183396967","doi":"10.1016/j.animal.2021.100292","title":"Review: Genetic selection of high-yielding dairy cattle toward sustainable farming systems in a rapidly changing world","year":2021,"lang":"en","type":"review","venue":"animal","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":306,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Purdue University","keywords":"Biotechnology; Selection (genetic algorithm); Dairy cattle; Biology; Agriculture; Breed; Longevity; Genetic diversity; Production (economics); Genetic gain; Sustainability; Business; Agricultural science; Genetic variation; Ecology; Animal science; Economics; Population; Environmental health; Computer science; Genetics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000908125,0.001232453,0.002424858,0.002681369,0.0004055448,0.001828566,0.001609671,0.001789108,0.01111212],"category_scores_gemma":[0.002302384,0.00026799,0.000762031,0.00399577,0.0004426364,0.001374486,0.0007236983,0.001286759,0.00365628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806635,"about_ca_system_score_gemma":0.002258589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989252,"about_ca_topic_score_gemma":0.002091467,"domain_scores_codex":[0.9995096,0.00009757061,0.0001153523,0.0001024634,0.0001378535,0.00003722718],"domain_scores_gemma":[0.9983537,0.000659577,0.0002975217,0.00003989921,0.0005142586,0.0001350005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002084711,0.00005354547,0.0003493662,0.09566224,0.0003911626,0.0002728977,0.0001132732,0.0004551036,0.001904428,0.001892565,0.2275266,0.6711704],"study_design_scores_gemma":[0.00001966839,0.00006325133,0.001366365,0.0101032,0.0003194565,0.0005495769,0.00007195476,0.00006033372,0.0002312193,0.0007766599,0.9864134,0.00002496932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001601678,0.9943509,0.0003066443,0.001216447,0.002434283,0.00001846205,0.0002077415,0.00003034282,0.001274931],"genre_scores_gemma":[0.0009050653,0.9953358,0.0003323127,0.0009178026,0.001137728,0.00001934174,0.0002812239,0.000006104104,0.001064607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01111212,"threshold_uncertainty_score":0.03717375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335241104774965,"score_gpt":0.2886315170080123,"score_spread":0.2652791059602627,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}