{"id":"W2892368225","doi":"10.1001/jama.2018.12163","title":"Effect of Piperacillin-Tazobactam vs Meropenem on 30-Day Mortality for Patients With <i>E coli</i> or <i>Klebsiella pneumoniae</i> Bloodstream Infection and Ceftriaxone Resistance","year":2018,"lang":"en","type":"article","venue":"JAMA","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":770,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"National Health and Medical Research Council; Medical Research Council; Barwon Health Foundation; Shionogi; Monash University; St Vincent's Hospital Melbourne; University of Queensland; Royal College of Pathologists of Australasia; Deakin University; Monash Biomedicine Discovery Institute, Monash University; AstraZeneca; QIMR Berghofer Medical Research Institute; University of Toronto; GlaxoSmithKline; Townsville Hospital and Health Service; Fiona Stanley Hospital; Pfizer","keywords":"Medicine; Meropenem; Piperacillin/tazobactam; Piperacillin; Klebsiella pneumoniae; Tazobactam; Ceftriaxone; Internal medicine; Carbapenem; Microbiology; Antibiotics; Antibiotic resistance; Escherichia coli; Imipenem; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000400079,0.0002520711,0.0003347544,0.00002920518,0.0001181921,0.0000424458,0.0001263993,0.0001999868,0.00001501349],"category_scores_gemma":[0.000337535,0.0001780606,0.00006734229,0.0001044662,0.0002448856,0.00001237484,0.00004918455,0.00007457409,0.000004429816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001953193,"about_ca_system_score_gemma":0.00005301265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001981473,"about_ca_topic_score_gemma":0.000232164,"domain_scores_codex":[0.998604,0.0001577034,0.0002973957,0.0004874162,0.0001915947,0.0002619131],"domain_scores_gemma":[0.9987959,0.0001226844,0.0002492238,0.0004735467,0.000275063,0.0000835418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01841843,0.0006214434,0.7049491,0.0007472918,0.0004040538,0.000004695617,0.00007206546,0.000005313051,0.260175,0.00004839236,0.0053538,0.009200483],"study_design_scores_gemma":[0.005380261,0.01070074,0.3,0.0002069449,0.000147787,0.000001206856,0.000005014823,0.00001023381,0.6601734,0.000008334534,0.02302997,0.000336109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976146,0.00005359632,0.0001868808,0.00004169809,0.0001801106,0.0008650359,0.0001525247,0.00001458459,0.0008909925],"genre_scores_gemma":[0.9984901,0.0001399151,0.0002082351,0.0001444229,0.0002776831,0.00003049932,0.0001015846,0.00003614506,0.0005714016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.404949,"threshold_uncertainty_score":0.7261102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006072228212540411,"score_gpt":0.2523150145822162,"score_spread":0.2462427863696758,"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."}}