{"id":"W2582429707","doi":"","title":"Estimated antimicrobial dispensing frequency and preferences for lactating cow therapy by Ontario dairy veterinarians.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture, Food and Rural Affairs","funders":"","keywords":"Antimicrobial stewardship; Medicine; Antimicrobial; Family medicine; Veterinary medicine; Antibiotic resistance; Biology; Antibiotics; Microbiology","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":[0.0008539655,0.0001156579,0.0001338392,0.0006156021,0.0004827344,0.0005360183,0.000334437,0.0002358813,0.002365837],"category_scores_gemma":[0.004696506,0.000198973,0.0002001619,0.000905966,0.0002810779,0.0003054485,0.0002974087,0.0002252777,0.0002337655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002817879,"about_ca_system_score_gemma":0.001968917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5023924,"about_ca_topic_score_gemma":0.7154223,"domain_scores_codex":[0.9992229,0.0001619137,0.00008795583,0.00008074498,0.000338403,0.0001081977],"domain_scores_gemma":[0.9966329,0.0007130265,0.001721287,0.00008703585,0.0004724879,0.000373315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003451929,0.00001970426,0.996172,0.00001881502,0.00001006517,0.00002654924,0.0006275435,0.00002606055,0.0002024326,0.000007465206,0.0001407029,0.002714228],"study_design_scores_gemma":[0.000001632007,0.00003446309,0.9987388,0.000007675422,0.000003765338,0.00003569317,0.0008018656,0.00008547847,0.00002141052,0.000003138919,0.0002638432,0.000002215868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978896,0.0001965636,0.00008341297,0.0001080411,0.00000198805,0.00002189813,0.0007217851,0.000002652755,0.0009740062],"genre_scores_gemma":[0.998467,0.0002170355,0.0002653941,0.00005155695,0.000003600836,0.00001656435,0.0004359219,0.000001240846,0.0005417127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4976076,"threshold_uncertainty_score":0.9989362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060365297560438,"score_gpt":0.2663331862382323,"score_spread":0.1602966564821884,"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."}}