{"id":"W4403323300","doi":"10.1017/ash.2024.338","title":"Carbapenemase-Producing Enterobacteriaceae detected in a Large Canadian Tertiary Care Hospital: Five-year retrospective study","year":2024,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Tertiary care; Enterobacteriaceae; Retrospective cohort study; Medicine; Enterobacteriaceae Infections; Microbiology; Emergency medicine; Internal medicine; Biology; Escherichia coli","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":[0.0009945072,0.0008423224,0.0008659509,0.003934082,0.003660683,0.001911286,0.002025093,0.001073139,0.001716469],"category_scores_gemma":[0.002807631,0.001115811,0.0009276209,0.006586492,0.001357219,0.0007441275,0.001812855,0.0009757516,0.0004311859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541773,"about_ca_system_score_gemma":0.02079237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9169365,"about_ca_topic_score_gemma":0.9225113,"domain_scores_codex":[0.9973642,0.00009958908,0.0002433861,0.0006573137,0.0009163065,0.0007191987],"domain_scores_gemma":[0.9951473,0.0002248346,0.001304891,0.0002922037,0.001890803,0.001139868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004189787,0.00002799375,0.9982039,0.00003409327,0.00003487568,0.000229269,0.0003250358,0.00001961052,0.0001636981,0.00001364163,0.0001940936,0.0007118681],"study_design_scores_gemma":[0.000004767131,0.00007176245,0.9980159,0.00002908108,0.00003781771,0.0003706766,0.0009101143,0.00007647587,0.00004610988,0.000005326149,0.0004205439,0.00001134385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955805,0.0005036481,0.00009303816,0.00006048251,0.0000110395,0.0001136704,0.002648718,0.00001098858,0.0009777831],"genre_scores_gemma":[0.9971895,0.0005360696,0.0001851152,0.0001522002,0.00001293995,0.00003802432,0.001619613,0.000006358618,0.0002601766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08306354,"threshold_uncertainty_score":0.1671054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271144553484053,"score_gpt":0.2954199323017448,"score_spread":0.2827084867669042,"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."}}