{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006732978,0.0001967584,0.0004181592,0.0000831246,0.00008725001,0.00004806906,0.0005873764,0.0001747637,0.0001483589],"category_scores_gemma":[0.0003229616,0.0001527781,0.0003146799,0.0001699871,0.0001839261,0.00001989112,0.00006315082,0.00016215,0.00000369094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005249642,"about_ca_system_score_gemma":0.0005060898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05011976,"about_ca_topic_score_gemma":0.04709511,"domain_scores_codex":[0.9979675,0.0002153976,0.001090555,0.0002908254,0.000184273,0.0002514687],"domain_scores_gemma":[0.9973959,0.00003213069,0.0009618385,0.0006402136,0.0008314351,0.0001384477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001539017,0.0003091418,0.1103287,0.00001272603,0.0000950678,0.000001222535,0.0004671302,0.00001257136,0.8717972,4.509041e-7,0.01637281,0.0004490704],"study_design_scores_gemma":[0.002004134,0.0002545653,0.3311423,0.00005674454,0.00003920449,0.00001309297,0.0003172576,0.00000463508,0.6641999,0.00001064378,0.001792772,0.0001647303],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973086,0.00003488121,0.00002140186,0.001137662,0.0007042942,0.0004585909,0.0002670532,0.000003398684,0.00006414636],"genre_scores_gemma":[0.9982968,0.00005254983,0.0007425654,0.0004003018,0.0003307913,0.00000101118,0.00002890284,0.00002519818,0.0001218599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2208136,"threshold_uncertainty_score":0.9702929,"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."}}