{"id":"W2786559246","doi":"10.1093/cid/cix606","title":"Empiric Therapy With Carbapenem-Sparing Regimens for Bloodstream Infections due to Extended-Spectrum β-Lactamase–Producing Enterobacteriaceae: Results From the INCREMENT Cohort","year":2017,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Medicine; Empiric therapy; Carbapenem; Internal medicine; Hazard ratio; Odds ratio; Retrospective cohort study; Confidence interval; Bacteremia; Propensity score matching; Proportional hazards model; Antibiotics; Intensive care medicine; Microbiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002978306,0.0004289919,0.0005213751,0.0004696882,0.0002664133,0.0008173886,0.0003915947,0.0003931766,0.001603362],"category_scores_gemma":[0.005246581,0.000287786,0.001401869,0.0005627204,0.0002819628,0.0006586883,0.000563042,0.0006313012,0.0003087169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002800892,"about_ca_system_score_gemma":0.0005292227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850701,"about_ca_topic_score_gemma":0.001642405,"domain_scores_codex":[0.9991512,0.0002854281,0.00007952415,0.0002163103,0.0001584336,0.0001090669],"domain_scores_gemma":[0.9964268,0.0009700672,0.001094917,0.0007182479,0.0003528388,0.000437201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00333428,0.0002033435,0.9914929,0.0000224856,0.0003926443,0.0001158967,0.0001151315,0.00009010683,0.0003810014,0.00002660019,0.0002131099,0.003612613],"study_design_scores_gemma":[0.0002622957,0.00197768,0.9950072,0.00002157644,0.0007857259,0.0004418482,0.0002044033,0.0005677928,0.0002046214,0.00003179333,0.0004794301,0.00001559553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994245,0.0002212394,0.00007015732,0.00002466973,0.000007227739,0.000007287533,0.0001252477,0.000002124489,0.0001176008],"genre_scores_gemma":[0.999049,0.0002425084,0.0000891704,0.00002775942,0.00002635673,0.000008618118,0.0004500413,0.000004900388,0.0001016417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002978306,"threshold_uncertainty_score":0.015751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02888329440619023,"score_gpt":0.3341621397949065,"score_spread":0.3052788453887162,"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."}}