{"id":"W3002724446","doi":"10.1017/ice.2019.380","title":"Using VRE screening tests to predict vancomycin resistance in enterococcal bacteremia","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; McGill University Health Centre","funders":"","keywords":"Enterococcus; Medicine; Vancomycin-resistant Enterococcus; Bacteremia; Colonization; Vancomycin; Internal medicine; Empiric treatment; Vancomycin-Resistant Enterococci; Empiric therapy; Intensive care medicine; Antibiotics; Microbiology; Staphylococcus aureus; Pathology; Bacteria; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004842194,0.0002280367,0.0008247929,0.0001281275,0.0000814205,0.00001124254,0.00005986109,0.0002070233,0.00002701315],"category_scores_gemma":[0.003323127,0.0002127317,0.0001162297,0.0002658139,0.0001223457,0.000119322,0.00005175024,0.0004142619,0.00001388088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009834849,"about_ca_system_score_gemma":0.00004896183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003010489,"about_ca_topic_score_gemma":0.0004762158,"domain_scores_codex":[0.998051,0.0002297376,0.000650069,0.0005320184,0.00008043322,0.000456746],"domain_scores_gemma":[0.9986112,0.0006074497,0.0001780612,0.0001591127,0.00009353549,0.0003506816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027272,0.0000512468,0.9857623,0.00008658692,0.00004534058,0.00004061946,0.0001574909,0.0002683397,0.007609868,0.0002329316,0.00138032,0.003337698],"study_design_scores_gemma":[0.002913174,0.0006794605,0.9781411,0.0002797445,0.00005009941,0.00001510532,0.00002122184,0.002467475,0.00005689083,0.000194769,0.01497275,0.0002081541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021479,0.0005421988,0.08272085,0.01293137,0.0002396115,0.000778303,0.00002294135,0.0000950845,0.0005217164],"genre_scores_gemma":[0.9840187,0.00006219225,0.007236104,0.008185934,0.0003996354,0.00003099878,0.000006891003,0.00002380279,0.0000357481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08187076,"threshold_uncertainty_score":0.8674948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04344339504662916,"score_gpt":0.3261316260902692,"score_spread":0.28268823104364,"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."}}