{"id":"W3114575100","doi":"10.14288/1.0395382","title":"Precision dairy technology and its association with estrous expression and fertility outcomes in Holstein cattle","year":2020,"lang":"en","type":"article","venue":"Open Collections","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Estrous cycle; Dairy cattle; Fertility; Holstein Cattle; Association (psychology); Animal science; Biology; Andrology; Medicine; Population; Psychology; Environmental health","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":[0.0007021155,0.0001254754,0.0001303312,0.0004263284,0.0001843074,0.0005865498,0.0001886351,0.0001948217,0.00067763],"category_scores_gemma":[0.0009141006,0.0001114575,0.000185893,0.0006222937,0.0001901778,0.0001516023,0.0002460008,0.0002771639,0.000082437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004802539,"about_ca_system_score_gemma":0.0003164746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862971,"about_ca_topic_score_gemma":0.006032819,"domain_scores_codex":[0.999691,0.00006586426,0.0000203054,0.00006251825,0.000128224,0.00003214551],"domain_scores_gemma":[0.9992643,0.0002896266,0.0003266408,0.00001733724,0.00007037127,0.00003173576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004035713,0.0002321173,0.8820801,0.0003270842,0.0001590042,0.0001743109,0.0008800029,0.001080206,0.0215152,0.0007579121,0.0005141225,0.09187641],"study_design_scores_gemma":[0.000002773982,0.0005429293,0.9942018,0.00004735791,0.00005306061,0.0001021824,0.0002165109,0.0003430642,0.00269065,0.0001534127,0.001638364,0.000007677399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926025,0.004303097,0.0008099534,0.0001215828,0.000008451011,0.0000150385,0.0001569343,0.000008429728,0.00197403],"genre_scores_gemma":[0.9908707,0.004778574,0.001444767,0.00006310849,0.00003056481,0.00002720804,0.0002985816,0.00000502922,0.002481529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002862971,"threshold_uncertainty_score":0.005692661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242160744941253,"score_gpt":0.2493729646958616,"score_spread":0.2369513572464491,"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."}}