{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002452964,0.0005072069,0.001908024,0.00007833891,0.0001293469,0.0000419234,0.0003752062,0.0003894768,0.00005773539],"category_scores_gemma":[0.0002118509,0.0003212793,0.0003090007,0.00008214454,0.0003188922,0.00002636449,0.0006282514,0.00008731465,8.012195e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633367,"about_ca_system_score_gemma":0.0007727621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002673175,"about_ca_topic_score_gemma":0.0000951337,"domain_scores_codex":[0.9978243,0.0001921171,0.0007808335,0.000705025,0.0001267517,0.0003710426],"domain_scores_gemma":[0.9978532,0.00009267968,0.001009418,0.0006182679,0.0001932211,0.0002332349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000476288,0.0008810757,0.8034289,0.07642357,0.003492467,0.000005113962,0.00003806788,1.381962e-8,0.0004344731,0.001743917,0.002552908,0.1105232],"study_design_scores_gemma":[0.005514733,0.001951502,0.06039344,0.1165344,0.005173868,0.0002336906,0.0000604484,1.630911e-7,0.0004590951,0.0001195256,0.8080985,0.001460637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06474926,0.9201967,0.00006950898,0.0004248319,0.0001182832,0.004134016,0.01012847,0.00001598112,0.0001629825],"genre_scores_gemma":[0.01919908,0.9783372,0.00004383313,0.0001182561,0.00004866774,0.0002302843,0.001666743,0.00006865457,0.0002872933],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8055456,"threshold_uncertainty_score":0.9999239,"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."}}