{"id":"W4307988592","doi":"10.3390/pathogens11111282","title":"Incidence and Treatments of Bovine Mastitis and Other Diseases on 37 Dairy Farms in Wisconsin","year":2022,"lang":"en","type":"article","venue":"Pathogens","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"U.S. Department of Agriculture","keywords":"Mastitis; Metritis; Medicine; Herd; Ceftiofur; Incidence (geometry); Lactation; Diarrhea; Ketosis; Animal science; Veterinary medicine; Dairy cattle; Antibiotics; Ice calving; Internal medicine; Biology; Pregnancy; Ampicillin; Endocrinology; Diabetes mellitus","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":[],"consensus_categories":[],"category_scores_codex":[0.0001051134,0.00007436029,0.0001219667,0.00001100626,0.000103231,0.0000086972,0.00006709225,0.00001862302,0.000471379],"category_scores_gemma":[0.00004301245,0.000033919,0.00002185801,0.000115196,0.00007381738,0.00003047946,0.0001219198,0.00005052124,0.000001516938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001395096,"about_ca_system_score_gemma":0.000004698007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000371014,"about_ca_topic_score_gemma":0.0008550339,"domain_scores_codex":[0.9993488,0.0001059314,0.0001227846,0.0001915428,0.0001185039,0.0001123946],"domain_scores_gemma":[0.9997314,0.0001289007,0.00004424253,0.00003958222,0.000006454424,0.00004942916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000202146,0.0004406133,0.7856267,0.00002824143,0.00001815299,0.00009927978,0.0007022081,0.00002552116,0.05318486,0.00281797,0.0002942758,0.15656],"study_design_scores_gemma":[0.0003362137,0.0008446499,0.9861112,0.00003281795,0.00001646122,0.00002214907,0.0007583978,0.00005549911,0.0003428782,0.002229584,0.009103106,0.0001470702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974116,0.0007185112,0.000001048907,0.0002525554,0.00004160729,0.0001140341,0.000941216,0.00001086973,0.000508559],"genre_scores_gemma":[0.999298,0.0001199165,0.0000412024,0.0003180441,0.00002344494,0.00002202895,0.00002264341,6.662624e-7,0.0001540535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2004845,"threshold_uncertainty_score":0.5161269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443207714264825,"score_gpt":0.2372014444924648,"score_spread":0.2127693673498166,"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."}}