{"id":"W2747164541","doi":"10.1093/ofid/ofx163.1568","title":"Retrospective Evaluation of Accelerate Pheno™ System (AXDX, Version 1.1) for Identification/Antimicrobial Susceptibility Testing (ID/AST) of Gram-Negative Bacilli (GNB) including Carbapenemase-Producing Organisms (CPO) from Seeded Blood Culture Bottles (SBCB) Tested using AXDX PhenoTestTM BC Kits","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network; University of Manitoba; Mount Sinai Hospital","funders":"","keywords":"Proteus mirabilis; Microbiology; Enterobacter cloacae; Amikacin; Ertapenem; Meropenem; Medicine; Bacteremia; Broth microdilution; Piperacillin; Klebsiella pneumoniae; Ceftazidime; Tazobactam; Ceftriaxone; Antimicrobial; Biology; Imipenem; Pseudomonas aeruginosa; Escherichia coli; Antibiotics; Minimum inhibitory concentration; Bacteria; Antibiotic resistance","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":[0.003148455,0.0004032393,0.000484253,0.001744848,0.0004282815,0.0006411808,0.0005298912,0.0003684205,0.003014482],"category_scores_gemma":[0.004563511,0.0003565528,0.0003681898,0.001230662,0.0004969891,0.0005076421,0.0006990696,0.0005387905,0.0006452196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006493828,"about_ca_system_score_gemma":0.0009654141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003059065,"about_ca_topic_score_gemma":0.003445398,"domain_scores_codex":[0.9974657,0.0006507431,0.0003968788,0.0005681352,0.0006789807,0.0002395072],"domain_scores_gemma":[0.9939398,0.000733719,0.001715541,0.0007135586,0.00245852,0.0004389509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003085389,0.0002677637,0.9592452,0.0003701764,0.0001495658,0.001136575,0.0005222524,0.0001887762,0.007339004,0.0005170953,0.004692557,0.02248574],"study_design_scores_gemma":[0.0001012191,0.005959766,0.9536391,0.0002395103,0.0002287822,0.005707331,0.0008984644,0.0009600388,0.007680673,0.000212397,0.02432918,0.00004356029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710646,0.001705686,0.003617077,0.000138752,0.00006891278,0.0007916313,0.0154115,0.00009578821,0.007106048],"genre_scores_gemma":[0.9803795,0.0006150918,0.004319014,0.0002268557,0.00003849244,0.0004031333,0.01155851,0.00006607123,0.002393442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003148455,"threshold_uncertainty_score":0.0166508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0625110148276119,"score_gpt":0.3286497484635413,"score_spread":0.2661387336359294,"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."}}