{"id":"W4316662976","doi":"10.1128/spectrum.04673-22","title":"Performance of the Vitek 2 Advanced Expert System (AES) as a Rapid Tool for Reporting Antimicrobial Susceptibility Testing (AST) in <i>Enterobacterales</i> from North and Latin America","year":2023,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"bioMérieux; Idorsia Pharmaceuticals; Shionogi; Basilea Pharmaceutica; Astellas Pharma; Pfizer; Melinta Therapeutics; Entasis Therapeutics; U.S. Food and Drug Administration; Amplyx; Roivant Sciences; Nabriva Therapeutics; Albany College of Pharmacy and Health Sciences; GenePOC; University of North Texas; TenNor Therapeutics; Boston Pharmaceuticals; Novartis; Harvard University; F. Hoffmann-La Roche; Wockhardt; Allergan; Cidara Therapeutics; University of Southern California; GlaxoSmithKline; Bayer","keywords":"Broth microdilution; Antimicrobial; Medicine; Confidence interval; Microbiology; Biology; Internal medicine; Minimum inhibitory concentration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01912498,0.0006027027,0.0005215224,0.001511057,0.0002730427,0.001875755,0.0008228061,0.0006260145,0.00317615],"category_scores_gemma":[0.04226584,0.0003105442,0.0004508411,0.0007071081,0.0003202705,0.001082306,0.001338985,0.0004352404,0.001793826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007918755,"about_ca_system_score_gemma":0.001423256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005155733,"about_ca_topic_score_gemma":0.002751121,"domain_scores_codex":[0.9901267,0.005082601,0.002015245,0.001187871,0.001209356,0.0003781382],"domain_scores_gemma":[0.9720495,0.01286292,0.002411712,0.001460945,0.01046682,0.0007480286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009511841,0.0008805796,0.2827231,0.002022764,0.0003646802,0.0009376761,0.005734441,0.007947828,0.1911288,0.0009266829,0.01901182,0.4788097],"study_design_scores_gemma":[0.0008839697,0.008254885,0.4765307,0.001558765,0.0008692067,0.005300026,0.005985082,0.1159028,0.3115928,0.00157983,0.07096963,0.0005722347],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325111,0.001685238,0.04367125,0.001253443,0.000368655,0.001100351,0.00470918,0.005608584,0.009092187],"genre_scores_gemma":[0.9176754,0.0005173028,0.0746341,0.0006209547,0.00006050539,0.0003503766,0.002886444,0.0005538411,0.002701136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01912498,"threshold_uncertainty_score":0.1011437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615410913006869,"score_gpt":0.2398434001643472,"score_spread":0.2236892910342785,"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."}}