{"id":"W2192893147","doi":"10.1128/jcm.02032-15","title":"Simplified Protocol for Carba NP Test for Enhanced Detection of Carbapenemase Producers Directly from Bacterial Cultures","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto; Public Health Ontario; Toronto Public Health","funders":"","keywords":"Microbiology; Bacilli; Biology; Clinical microbiology; Protocol (science); Bacterial protein; Microbiological culture; Bacteria; Medicine; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009588475,0.0001798656,0.000667005,0.00003365701,0.00003224685,0.00001393962,0.0002818781,0.0004529418,0.000008504131],"category_scores_gemma":[0.005498951,0.0001352933,0.0003887919,0.00004079581,0.0002047664,0.000007955308,0.00005289805,0.0001413807,9.054501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000230879,"about_ca_system_score_gemma":0.0003536066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001180665,"about_ca_topic_score_gemma":0.0000844326,"domain_scores_codex":[0.9978034,0.000179715,0.001410372,0.0003326958,0.00004690199,0.0002268648],"domain_scores_gemma":[0.9969172,0.0004056369,0.001436552,0.0002593878,0.0008557786,0.000125386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.009047017,0.0002202607,0.001546466,0.00004540254,0.0001505456,6.02403e-7,0.00002345797,0.000005909806,0.9834836,0.000001772852,0.004378334,0.001096632],"study_design_scores_gemma":[0.005242337,0.00394828,0.001013549,0.00003783839,0.00006454108,0.00001775542,0.00003611741,0.000002204283,0.8671665,0.0001212299,0.1222102,0.0001394279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795232,0.0000320123,0.003670502,0.0001286583,0.001238653,0.01509625,0.0002700999,0.000004410142,0.00003620461],"genre_scores_gemma":[0.9874906,0.0000106737,0.006766813,0.000138131,0.003048171,0.00224385,0.0001417114,0.00003257726,0.0001275034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178319,"threshold_uncertainty_score":0.6583155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04780136350398732,"score_gpt":0.3922691867516269,"score_spread":0.3444678232476395,"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."}}