{"id":"W2214223759","doi":"10.1079/9780851996417.0233","title":"Dairy cattle test day models: a case study.","year":2002,"lang":"en","type":"book-chapter","venue":"CABI Publishing eBooks","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Dairy industry; Dairy cattle; Agricultural science; Test (biology); Business; Animal science; Biotechnology; Biology; Food science; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003410618,0.0005868111,0.0004207945,0.0001212253,0.0002232181,0.0005101296,0.0007045275,0.0008635095,0.0001412359],"category_scores_gemma":[0.0001837223,0.0005939572,0.0002726177,0.00001701804,0.0001967072,0.0000186851,0.0004717295,0.000715085,0.00003395048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004433171,"about_ca_system_score_gemma":0.0002030512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000109935,"about_ca_topic_score_gemma":0.0001701876,"domain_scores_codex":[0.9976699,0.00005099085,0.000486897,0.000997868,0.0003490353,0.0004453306],"domain_scores_gemma":[0.9978862,0.00007574356,0.0002535063,0.001282619,0.0002309246,0.0002710215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001360669,0.001433398,0.0005586885,0.0005465618,0.003086971,0.003591463,0.01486312,0.002448884,0.001489856,0.1872739,0.565662,0.2189091],"study_design_scores_gemma":[0.00285685,0.002622629,0.0002407969,0.0002334192,0.0008117551,0.004550289,0.001332784,0.00009986253,0.000306632,0.04498773,0.9387391,0.003218192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007356154,0.001263504,0.001121017,0.00005963076,0.0007480374,0.0008047629,0.000240285,0.00008436872,0.9883223],"genre_scores_gemma":[0.2580405,0.00001088162,0.001525226,0.0002939482,0.001279679,0.00005737583,0.0001784412,0.0001713679,0.7384426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3730771,"threshold_uncertainty_score":0.9996512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0373365680526562,"score_gpt":0.2330562213175506,"score_spread":0.1957196532648944,"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."}}