{"id":"W3021141311","doi":"10.1016/j.vetmic.2020.108644","title":"Antimicrobial susceptibility of nine udder pathogens recovered from bovine clinical mastitis milk in Europe 2015–2016: VetPath results","year":2020,"lang":"en","type":"article","venue":"Veterinary Microbiology","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vétoquinol (Canada)","funders":"MSD Life Science Foundation, Public Interest Incorporated Foundation; Elanco Animal Health; Virbac; Zoetis; Huvepharma; Ceva Santé Animale; Novartis; Merial; Bayer","keywords":"Microbiology; Biology; Ampicillin; Penicillin; Streptococcus uberis; Streptococcus agalactiae; Mastitis; Antibiotic resistance; Antimicrobial; Clavulanic acid; Tetracycline; Streptococcus dysgalactiae; Enrofloxacin; Amoxicillin; Antibiotics; Staphylococcus aureus; Streptococcus; Ciprofloxacin; Bacteria","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006793113,0.0002672091,0.0006687256,0.00001931582,0.00006735549,0.00001496798,0.0005301313,0.0003355113,0.001506134],"category_scores_gemma":[0.000751452,0.0001398681,0.0001759193,0.0004091567,0.0003442535,0.00009471764,0.0004946264,0.0003450906,0.000156496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001829779,"about_ca_system_score_gemma":0.00004031722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007895862,"about_ca_topic_score_gemma":0.001111683,"domain_scores_codex":[0.9964005,0.001053472,0.001182584,0.0008793033,0.00006307341,0.0004211148],"domain_scores_gemma":[0.9986678,0.0005418211,0.0003172859,0.0001963011,0.0001254519,0.0001513192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002405784,0.0002664682,0.005902746,0.00002080744,0.00002684537,0.0001449833,0.0001281335,0.000003388654,0.9630962,0.000008037248,0.02059205,0.00740457],"study_design_scores_gemma":[0.00533515,0.01801051,0.145799,0.0002987157,0.00006686088,0.0002422082,0.0002505461,0.00008409745,0.02944257,0.0001242927,0.7989795,0.001366522],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845303,0.0002763896,0.00001238777,0.00325974,0.0006152695,0.00027923,0.01060365,0.00005764822,0.000365362],"genre_scores_gemma":[0.9936435,0.0005934628,0.0008620557,0.001361335,0.0005228625,0.000004425883,0.00287132,0.000003704914,0.0001373593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9336536,"threshold_uncertainty_score":0.9994066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07867191432117107,"score_gpt":0.2905626131347225,"score_spread":0.2118906988135515,"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."}}