{"id":"W2588761501","doi":"10.1093/ofid/ofw172.760","title":"A Retrospective Review of Treatment Appropriateness and Outcomes of Enterobacteriaceae (With Inducible ampC Beta [β]-lactamase) Bacteremias at a Large Academic Medical Centre: Opportunities and Implications for Antimicrobial Stewardship","year":2016,"lang":"en","type":"review","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Antimicrobial stewardship; Medicine; Enterobacteriaceae; Antimicrobial; Beta-lactamase; Carbapenem-resistant enterobacteriaceae; Retrospective cohort study; Microbiology; Internal medicine; Intensive care medicine; Antibiotics; Antibiotic resistance; Escherichia coli; 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":[0.002282708,0.0004136378,0.002036802,0.003869805,0.0002153451,0.0009699168,0.0008149426,0.0006865272,0.001139135],"category_scores_gemma":[0.007656196,0.0003242102,0.001545594,0.006231658,0.0003893666,0.001074042,0.0005939461,0.0004761658,0.0001801312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006741298,"about_ca_system_score_gemma":0.002331691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002806157,"about_ca_topic_score_gemma":0.006158304,"domain_scores_codex":[0.9979593,0.0003247111,0.001019211,0.0003003891,0.0003209608,0.00007550194],"domain_scores_gemma":[0.9945522,0.002782753,0.00165378,0.0001194155,0.0007575333,0.0001343754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008478911,0.0000983131,0.0867364,0.2716311,0.009436492,0.001816215,0.0007072962,0.0002902672,0.00111304,0.0008830738,0.02122154,0.6052184],"study_design_scores_gemma":[0.0002875924,0.0008818738,0.4084454,0.2382753,0.04882451,0.02246992,0.002626483,0.0003240857,0.001082001,0.0009622488,0.2755431,0.0002774941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004225855,0.9950105,0.00007038917,0.0001445448,0.00005791171,0.00001394323,0.0002857689,0.000002358645,0.0001887676],"genre_scores_gemma":[0.02908833,0.9693865,0.000454839,0.0003744925,0.0001264635,0.0000278383,0.0004531569,0.00000332255,0.00008519282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003869805,"threshold_uncertainty_score":0.01207227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0350718231444643,"score_gpt":0.3356707825552599,"score_spread":0.3005989594107956,"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."}}