{"id":"W2118842113","doi":"10.3168/jds.2012-5713","title":"Herd-level relationship between antimicrobial use and presence or absence of antimicrobial resistance in gram-negative bovine mastitis pathogens on Canadian dairy farms","year":2013,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Calgary; University of Prince Edward Island; Alberta Health Services","funders":"Agriculture and Agri-Food Canada; Novalait; Université de Montréal; Public Health Agency; Public Health Agency of Canada; Dairy Farmers of Canada","keywords":"Antimicrobial; Penicillin; Mastitis; Ampicillin; Cefoxitin; Microbiology; Antibiotic resistance; Veterinary medicine; Tetracycline; Trimethoprim; Biology; Ceftiofur; Cloxacillin; Herd; Medicine; Antibiotics; Bacteria; Staphylococcus aureus","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007267406,0.0002329912,0.0002895446,0.0009575137,0.0008466505,0.0006357627,0.0007048412,0.0003540106,0.000910744],"category_scores_gemma":[0.00237373,0.0002738422,0.0003810948,0.001742998,0.0005235099,0.0002285516,0.0004016408,0.0004097568,0.00009238043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007813663,"about_ca_system_score_gemma":0.004722821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8989266,"about_ca_topic_score_gemma":0.9517443,"domain_scores_codex":[0.9991122,0.0001106602,0.00005603388,0.0001712836,0.000275861,0.0002740131],"domain_scores_gemma":[0.9981698,0.000277715,0.0005823291,0.00009250913,0.0005182826,0.0003592843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002611492,0.000006691137,0.998793,0.000003898129,0.00002714911,0.00002418852,0.00007373773,0.00003736992,0.0002333154,0.000006188343,0.00004305105,0.0007252948],"study_design_scores_gemma":[5.437279e-7,0.0000118687,0.9996942,0.000002431003,0.000008672533,0.00002168838,0.0001096845,0.00007697871,0.00001929416,0.000002208094,0.00005098152,0.0000014879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999171,0.0001501949,0.00003045364,0.00002990554,0.000001682527,0.000004296943,0.0003206884,0.000002817271,0.000288994],"genre_scores_gemma":[0.9993125,0.0001063775,0.00008472629,0.00001872224,0.000001834672,0.000003153904,0.0002885744,0.000001167712,0.0001829291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010734,"threshold_uncertainty_score":0.2033373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07464033676156612,"score_gpt":0.264934259814816,"score_spread":0.1902939230532499,"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."}}