{"id":"W2901856316","doi":"10.3168/jds.2018-14778","title":"Short communication: Validation of a test-day milk test for β-hydroxybutyrate for identifying cows with hyperketonemia","year":2018,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Ketosis; Animal science; Dairy cattle; Herd; Medicine; Gold standard (test); Internal medicine; Endocrinology; Biology; Diabetes mellitus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001882398,0.0003010982,0.0001950326,0.0006384224,0.0002997278,0.0005456305,0.0004855366,0.000735474,0.002411416],"category_scores_gemma":[0.008575425,0.0001202158,0.0001808592,0.0002966235,0.0002332061,0.0003065773,0.0002634761,0.0003267453,0.001298663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913099,"about_ca_system_score_gemma":0.0003312789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008494194,"about_ca_topic_score_gemma":0.009261264,"domain_scores_codex":[0.9989335,0.0002044352,0.0001138768,0.0001816363,0.0004579165,0.0001087414],"domain_scores_gemma":[0.9951017,0.001764687,0.0008183536,0.0002623096,0.001755515,0.0002972899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008334968,0.0001090209,0.9349468,0.0000784239,0.00003490317,0.0006057065,0.0003546284,0.0001115998,0.01973342,0.00002942591,0.003197342,0.03996534],"study_design_scores_gemma":[0.00005897251,0.001381209,0.9628602,0.00007350693,0.00008408392,0.004173642,0.0004406911,0.002179444,0.02185003,0.00005347697,0.006823847,0.00002073754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988321,0.0008561646,0.003338431,0.001020279,0.0003517288,0.0001644436,0.001350398,0.0001450221,0.004452557],"genre_scores_gemma":[0.9894804,0.0003140671,0.004802572,0.0006021707,0.0001339693,0.00003695397,0.001008151,0.00002145692,0.003600243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008494194,"threshold_uncertainty_score":0.01688951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05376587655984055,"score_gpt":0.3049102581971403,"score_spread":0.2511443816372998,"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."}}