{"id":"W2969801331","doi":"10.1093/jac/dkz283","title":"42936 pathogens from Canadian hospitals: 10 years of results (2007–16) from the CANWARD surveillance 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":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; St. Boniface Hospital; London Health Sciences Centre; Western University; University of Manitoba; Victoria Hospital; Health Sciences Centre","funders":"Achaogen; Medicines Company; Zoetis; Public Health Agency of Canada; Diagnostic Services Manitoba; Sunovion; Bayer; University of Manitoba; AstraZeneca; Astellas Pharma US; Pfizer; Merck; Abbott Laboratories","keywords":"Tigecycline; Medicine; Colistin; Broth microdilution; Linezolid; Amikacin; Meropenem; Ertapenem; Antimicrobial; Tazobactam; Methicillin-resistant Staphylococcus aureus; Microbiology; Pseudomonas aeruginosa; Vancomycin; Internal medicine; Staphylococcus aureus; Antibiotics; Antibiotic resistance; Imipenem; Biology; Minimum inhibitory concentration","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004517083,0.0001750474,0.0003813145,0.0000428284,0.00003897722,0.00004273681,0.0005532893,0.0001537207,0.0002230816],"category_scores_gemma":[0.0001038004,0.0001398246,0.0001827055,0.000095146,0.00008521671,0.000008586059,0.00003498767,0.0001550215,0.00001838221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005796051,"about_ca_system_score_gemma":0.0003830747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02071126,"about_ca_topic_score_gemma":0.02276519,"domain_scores_codex":[0.9985795,0.0001276171,0.0005852163,0.0002630903,0.0001925894,0.000252002],"domain_scores_gemma":[0.998472,0.00006322666,0.0005831795,0.0005387347,0.0002390028,0.0001038991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001085783,0.0001127947,0.2972094,0.00000346247,0.0003489497,0.00001792556,0.0003844797,0.00001624939,0.6561609,4.047129e-7,0.04356204,0.001097676],"study_design_scores_gemma":[0.003483785,0.0006528532,0.829424,0.00007707465,0.00003154494,0.00001234128,0.0004980027,0.000001955574,0.1045544,0.00001163695,0.06097587,0.0002765908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973009,0.0003748634,0.00002473546,0.0005393184,0.0007123948,0.0002338561,0.0006169661,0.000002522125,0.0001943955],"genre_scores_gemma":[0.9972003,0.0006999529,0.0005232706,0.0005904507,0.0005828863,2.325002e-7,0.00007597778,0.00003511994,0.0002918365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5516065,"threshold_uncertainty_score":0.9950668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004673747777738549,"score_gpt":0.2210644814241995,"score_spread":0.2163907336464609,"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."}}