{"id":"W4412492619","doi":"10.1128/spectrum.00441-25","title":"Performance evaluation of the NG-TEST CARBA 5 and Genobio K.N.I.V.O. detection K-Set lateral flow assays for the detection of carbapenemases","year":2025,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Public Health","funders":"","keywords":"Acinetobacter baumannii; Pseudomonas aeruginosa; Klebsiella pneumoniae; Morganella morganii; Biology; Microbiology; Klebsiella oxytoca; Acinetobacter; Bacteria; Escherichia coli; Antibiotics; Gene; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003371201,0.0008588847,0.0005009667,0.001377011,0.0002761871,0.0006206021,0.0008662335,0.0008939247,0.001176916],"category_scores_gemma":[0.006883077,0.0004000855,0.0004551647,0.0004639496,0.0004956566,0.0005261738,0.0009607153,0.0003251322,0.000659498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006949228,"about_ca_system_score_gemma":0.0005252355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960136,"about_ca_topic_score_gemma":0.002215556,"domain_scores_codex":[0.9929788,0.002985594,0.0004174552,0.001009515,0.002269131,0.0003396205],"domain_scores_gemma":[0.9938971,0.002756764,0.00110373,0.000326349,0.001584067,0.0003319005],"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":[0.006212712,0.0008363653,0.1686836,0.0005201105,0.0002043319,0.0001297247,0.00076112,0.002934937,0.7572247,0.0003395111,0.0006933762,0.06145938],"study_design_scores_gemma":[0.0002265897,0.005808756,0.1428113,0.0001607382,0.0002813081,0.001154413,0.000408644,0.09303927,0.7520887,0.0002590548,0.003551006,0.0002101907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701045,0.0009345926,0.02597103,0.0001242407,0.00007266778,0.0001954375,0.0005571369,0.0005293192,0.001511172],"genre_scores_gemma":[0.9607599,0.0002142908,0.03670828,0.0001567777,0.000024782,0.0002482857,0.0009416518,0.00003187068,0.0009141716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003371201,"threshold_uncertainty_score":0.01782876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350891923293271,"score_gpt":0.2496296909923039,"score_spread":0.2361207717593712,"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."}}