{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001318033,0.001116565,0.0008207029,0.00430642,0.003271444,0.001448967,0.001499885,0.000785288,0.003079912],"category_scores_gemma":[0.002345648,0.0006828597,0.0008982063,0.009554628,0.000595291,0.0004709359,0.001694623,0.0007799875,0.0009557396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02870161,"about_ca_system_score_gemma":0.04876121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9917533,"about_ca_topic_score_gemma":0.9942021,"domain_scores_codex":[0.9964104,0.0001085446,0.0002033927,0.0004078423,0.001914821,0.0009550129],"domain_scores_gemma":[0.9945229,0.0001152453,0.0007709553,0.0001305352,0.003611928,0.0008483931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002744301,0.00005724905,0.9710923,0.0002921906,0.0001171824,0.0002629067,0.00068192,0.0001032591,0.0006230107,0.00007400555,0.01278428,0.01363711],"study_design_scores_gemma":[0.00001355977,0.00006509256,0.9935603,0.00006668177,0.00004344941,0.0001327264,0.000529088,0.00009261572,0.0001556687,0.000008316977,0.005318707,0.00001364764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8275787,0.004375858,0.0004220363,0.0007940561,0.00008784778,0.0004326758,0.1543273,0.000136573,0.01184501],"genre_scores_gemma":[0.8986474,0.003738351,0.001740002,0.001100498,0.00008815507,0.0002114434,0.08782747,0.00005029448,0.00659645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9917533,"threshold_uncertainty_score":0.2082457,"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."}}