{"id":"W2166933532","doi":"10.1093/jac/dks046","title":"Carbapenem-resistant Gram-negative bacilli in Canada 2009-10: results from the Canadian Nosocomial Infection Surveillance Program (CNISP)","year":2012,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec; Moncton Hospital; Victoria General Hospital; Sunnybrook Health Science Centre; North York General Hospital; Children's & Women's Health Centre of British Columbia; University of Manitoba; Alberta Hospital Edmonton; University of Alberta Hospital; Health Sciences Centre; Vancouver General Hospital; Public Health Agency of Canada","funders":"","keywords":"Etest; Enterobacteriaceae; Microbiology; Acinetobacter baumannii; Pseudomonas aeruginosa; Biology; Pulsed-field gel electrophoresis; Carbapenem; Plasmid; Carbapenem-resistant enterobacteriaceae; Antimicrobial; Antibiotics; Bacteria; Escherichia coli; Gene; Genetics; Genotype","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":[0.0005005306,0.0002227566,0.000304262,0.00005015607,0.0001324962,0.00006601669,0.0003036618,0.0001689164,0.00004797983],"category_scores_gemma":[0.0001722434,0.0001701072,0.0001245478,0.0001724834,0.0001313761,0.00001912746,0.00002356533,0.0002687951,0.000003001348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005210901,"about_ca_system_score_gemma":0.002127756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9480025,"about_ca_topic_score_gemma":0.9961344,"domain_scores_codex":[0.9983346,0.0001700953,0.0005995532,0.0002033766,0.0002076337,0.0004847416],"domain_scores_gemma":[0.9987659,0.00006581096,0.000482199,0.0002821434,0.0002149275,0.0001889659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003726112,0.0002374871,0.4843649,0.00001469038,0.000312404,0.00003049817,0.0004358254,0.0001390776,0.3974429,0.000004292584,0.1086758,0.00461611],"study_design_scores_gemma":[0.002709057,0.0001833507,0.7323121,0.00007370595,0.00001449751,0.00003465478,0.0000856296,0.000009080173,0.1116722,0.000005800047,0.1525805,0.000319381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966031,0.0002145248,0.00001410843,0.001524945,0.0007422036,0.0002805472,0.0002486263,0.000003437272,0.000368464],"genre_scores_gemma":[0.9968084,0.0004228203,0.00079681,0.000862533,0.0009135306,0.000001546185,0.00007009911,0.00002962666,0.00009466968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2857707,"threshold_uncertainty_score":0.6936771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008562628472970592,"score_gpt":0.2332626691511359,"score_spread":0.2247000406781653,"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."}}