{"id":"W1974375960","doi":"10.1586/17512433.2013.811831","title":"Gram-negative superbugs: inappropriate antimicrobial therapy and mortality","year":2013,"lang":"en","type":"editorial","venue":"Expert Review of Clinical Pharmacology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Antimicrobial; Intensive care medicine; Drug resistance; Antibiotic resistance; Antimicrobial drug; Pharmacotherapy; Anti-Infective Agents; Immunology; Antibiotics; Microbiology; Internal medicine; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001604691,0.0005360671,0.002034503,0.00003424208,0.00005610065,0.00001977318,0.0006668706,0.001503541,0.0004152922],"category_scores_gemma":[0.002439851,0.0004258819,0.0005364717,0.00008328501,0.001070872,0.000009824127,0.0003742633,0.0008192566,0.00002343683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001593481,"about_ca_system_score_gemma":0.0005292604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008262339,"about_ca_topic_score_gemma":0.000005603777,"domain_scores_codex":[0.994967,0.001236629,0.002016821,0.00105155,0.0003260797,0.0004019399],"domain_scores_gemma":[0.9967505,0.0006317592,0.001168189,0.0006489296,0.0006049954,0.0001956656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002726714,0.0002500611,0.0004480511,0.001998646,0.0006046256,0.000005813337,0.00001254032,3.357155e-8,0.01794387,0.00000219385,0.9732034,0.005258073],"study_design_scores_gemma":[0.001624491,0.0005644094,0.001165921,0.001350386,0.0001228512,0.000002440206,0.000003979044,0.00000137821,0.008757399,0.00001821559,0.985954,0.0004345157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.1052843,0.1197828,0.00002811742,0.0004737697,0.772163,0.001693588,0.0002150166,0.00002005073,0.0003393877],"genre_scores_gemma":[0.0008423867,0.6084347,0.0007850362,0.00228504,0.3868941,0.00005206521,0.0004220189,0.00005117457,0.000233423],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4886519,"threshold_uncertainty_score":0.9998193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04156694133645708,"score_gpt":0.4392310278738546,"score_spread":0.3976640865373975,"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."}}