{"id":"W2969915150","doi":"10.1093/jac/dkz285","title":"Characterization of carbapenem-resistant and XDR Pseudomonas aeruginosa in Canada: results of the CANWARD 2007–16 study","year":2019,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital; Shared Health; University of Manitoba; Public Health Agency of Canada","funders":"Astellas Pharma; Medicines Company; Diagnostic Services Manitoba; Sunovion; Bayer; University of Manitoba; AstraZeneca; Astellas Pharma US; Pfizer; Achaogen; Merck; Abbott Laboratories","keywords":"Pseudomonas aeruginosa; Carbapenem; Colistin; Microbiology; Broth microdilution; Multilocus sequence typing; Biology; Pulsed-field gel electrophoresis; Genotype; Antimicrobial; Antibiotics; Minimum inhibitory concentration; Gene; Bacteria; Genetics","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":[0.001079234,0.0007680251,0.0005217273,0.002896549,0.003401466,0.001411806,0.001184969,0.0006810825,0.001799355],"category_scores_gemma":[0.001937322,0.0005084678,0.0006724137,0.005158253,0.0009098831,0.0003996479,0.0009591367,0.0007759757,0.0003679857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04298256,"about_ca_system_score_gemma":0.05928222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9954367,"about_ca_topic_score_gemma":0.9973119,"domain_scores_codex":[0.9981827,0.0000601657,0.00007122472,0.0002123889,0.000967128,0.0005063589],"domain_scores_gemma":[0.9948072,0.0001045663,0.0003290538,0.00008526849,0.003748583,0.0009252935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003346811,0.0001975325,0.9756464,0.000166737,0.00009744384,0.0006373356,0.001797739,0.0001595917,0.002795773,0.0001618659,0.003669209,0.01433568],"study_design_scores_gemma":[0.00002401025,0.00009184875,0.9937691,0.00004457041,0.00003686935,0.0002219447,0.001364622,0.0002291949,0.0004123286,0.00001215894,0.003776469,0.00001685259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982592,0.002172623,0.0003087897,0.0005653214,0.00003115215,0.0002758434,0.00930195,0.00003337739,0.004718938],"genre_scores_gemma":[0.9841989,0.002061771,0.0009116037,0.0005419969,0.00002239417,0.00005602695,0.007570893,0.00002607171,0.004610358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04298256,"threshold_uncertainty_score":0.3118618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004018545307455551,"score_gpt":0.2014337623677654,"score_spread":0.1974152170603098,"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."}}