{"id":"W2982092853","doi":"10.1093/ofid/ofz360.203","title":"128. Adequacy of Commonly Prescribed Antimicrobials for Empiric Coverage of Gram-Negative Bacterial Pathogens Recovered from the Bloodstream of Patients Attending Emergency Rooms in Canada: Analysis of Data from the CANWARD Study, 2007 to 2018","year":2019,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Meropenem; Medicine; Piperacillin; Microbiology; Enterobacter cloacae; Piperacillin/tazobactam; Tazobactam; Broth microdilution; Proteus mirabilis; Antimicrobial; Ceftriaxone; Empiric therapy; Cefepime; Enterobacter; Ciprofloxacin; Pseudomonas aeruginosa; Klebsiella pneumoniae; Antibiotics; Antibiotic resistance; Biology; Escherichia coli; Minimum inhibitory concentration; Bacteria; Imipenem","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007104069,0.0003074475,0.0003888477,0.001372064,0.0009235427,0.001074112,0.0008455266,0.0003194009,0.001595677],"category_scores_gemma":[0.003547274,0.0002400929,0.0007716696,0.003106832,0.0005005434,0.0003448381,0.0005553672,0.0004434235,0.0002448187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01494947,"about_ca_system_score_gemma":0.01863494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9579199,"about_ca_topic_score_gemma":0.9755187,"domain_scores_codex":[0.9983911,0.00009402962,0.0001870491,0.0002245022,0.0007539179,0.0003493028],"domain_scores_gemma":[0.9946281,0.0003034284,0.0016775,0.000158179,0.002520924,0.0007118268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008194509,0.00001358533,0.9978956,0.0000252142,0.00003930329,0.00002522084,0.00006712203,0.00004583789,0.00008241534,0.00001280329,0.0006245441,0.00108649],"study_design_scores_gemma":[0.000005592709,0.00002899046,0.999063,0.00001589754,0.00002564352,0.00002839584,0.0002295401,0.000118187,0.00005176909,0.000003518307,0.0004265457,0.000003047665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796601,0.0007800582,0.00008875941,0.0001993304,0.00001524015,0.00008463361,0.01636856,0.00001156825,0.00279181],"genre_scores_gemma":[0.9930949,0.000247714,0.00015714,0.0001052643,0.000008028068,0.00002043025,0.005872058,0.000004429827,0.0004900107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0420801,"threshold_uncertainty_score":0.1084665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325958636478708,"score_gpt":0.2780679515256913,"score_spread":0.2548083651609042,"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."}}