{"id":"W2171608016","doi":"10.1093/jac/dkt022","title":"Antimicrobial susceptibility of 22746 pathogens from Canadian hospitals: results of the CANWARD 2007-11 study","year":2013,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; Shared Health; University of Manitoba; Health Sciences Centre","funders":"","keywords":"Medicine; Tigecycline; Trimethoprim; Meropenem; Sulfamethoxazole; Methicillin-resistant Staphylococcus aureus; Ertapenem; Linezolid; Colistin; Broth microdilution; Piperacillin; Clindamycin; Antimicrobial; Microbiology; Amikacin; Tazobactam; Ciprofloxacin; Vancomycin; Staphylococcus aureus; Antibiotics; Pseudomonas aeruginosa; Antibiotic resistance; Imipenem; Biology; Minimum inhibitory concentration","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001238066,0.001192649,0.0007947758,0.002145524,0.002634102,0.001289145,0.0009974408,0.0006848733,0.001545369],"category_scores_gemma":[0.002401734,0.0005347573,0.0008454722,0.004697416,0.0007219025,0.0003105998,0.0007843404,0.000697027,0.0004463026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02143449,"about_ca_system_score_gemma":0.02544892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9764508,"about_ca_topic_score_gemma":0.9872221,"domain_scores_codex":[0.996784,0.0001284511,0.0001655034,0.000365271,0.001913387,0.0006433952],"domain_scores_gemma":[0.995032,0.0001850486,0.0006035866,0.0001569108,0.003414809,0.000607604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005619407,0.0001812223,0.9753685,0.0002622537,0.0001430576,0.0003767415,0.001035522,0.0001458457,0.001901429,0.00005674123,0.005114802,0.01485195],"study_design_scores_gemma":[0.00002891164,0.0001955042,0.9943076,0.00004458053,0.00006325804,0.0002648812,0.0006837833,0.0001095276,0.0003884375,0.000005758636,0.003889568,0.00001812603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745297,0.002317802,0.0002304186,0.0003144947,0.00004342069,0.0002352455,0.01777109,0.00003783538,0.00451993],"genre_scores_gemma":[0.9792346,0.002190985,0.001004586,0.000542588,0.00006051471,0.00007834308,0.01458301,0.00002301284,0.002282542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0235492,"threshold_uncertainty_score":0.1555189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008592377622356933,"score_gpt":0.2317988449628611,"score_spread":0.2232064673405042,"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."}}