{"id":"W3122823259","doi":"10.3389/fvets.2021.595983","title":"A Multi-Platform Metabolomics Approach Identifies Urinary Metabolite Signatures That Differentiate Ketotic From Healthy Dairy Cows","year":2021,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Livestock and Meat Agency; Genome Alberta; University of Alberta","keywords":"Ketosis; Metabolite; Urine; Metabolomics; Metabolome; Internal medicine; Endocrinology; Dairy cattle; Urinary system; Medicine; Chemistry; Physiology; Biology; Animal science; Diabetes mellitus","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004586984,0.0005699304,0.000495158,0.00158842,0.0003385999,0.0006708746,0.0002139265,0.0005063487,0.0009463108],"category_scores_gemma":[0.0004980922,0.000200333,0.0004747805,0.0008057568,0.0001639625,0.0003609617,0.0006184661,0.0004294712,0.0001970146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672191,"about_ca_system_score_gemma":0.0002674515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009590056,"about_ca_topic_score_gemma":0.001868111,"domain_scores_codex":[0.9997734,0.00003678767,0.00001242589,0.0000855379,0.00005541952,0.00003646729],"domain_scores_gemma":[0.9998375,0.00003651515,0.00005073176,0.00001182612,0.00003505728,0.00002831392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001870416,0.0003441444,0.08504011,0.0003680084,0.000379591,0.0002688958,0.0001682174,0.001845997,0.8104081,0.0001482106,0.0003980482,0.09876034],"study_design_scores_gemma":[0.00007282626,0.002382905,0.7323315,0.00006303038,0.000674725,0.001795912,0.0005942231,0.05576269,0.2024141,0.0008782593,0.00287103,0.0001588575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723597,0.001819288,0.02271994,0.0001231263,0.00002701152,0.0001111836,0.001729722,0.000239274,0.0008707139],"genre_scores_gemma":[0.9527069,0.0008262184,0.04366077,0.0001273023,0.000023287,0.0000864557,0.001606218,0.00002699361,0.0009358585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00158842,"threshold_uncertainty_score":0.003165722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108861416077001,"score_gpt":0.2654701906777793,"score_spread":0.2343815765170093,"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."}}