{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005960898,0.00008731669,0.0001085274,0.00003167336,0.0001597314,0.000009786374,0.0001246225,0.0001203756,0.00000645645],"category_scores_gemma":[0.0003022247,0.00006011704,0.00006567485,0.0000938191,0.0001557203,0.000003819052,0.00006724268,0.00005685214,3.674988e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000256618,"about_ca_system_score_gemma":0.00006308128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007138793,"about_ca_topic_score_gemma":0.001246699,"domain_scores_codex":[0.9992998,0.0001192588,0.000227056,0.0002075933,0.00003294812,0.0001133218],"domain_scores_gemma":[0.9993542,0.00006906272,0.0001360515,0.0002760699,0.0001558728,0.000008739114],"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":[0.00004721039,0.00001597424,0.01247202,0.00002818168,0.00003393572,5.305876e-9,0.00003888331,0.00006258503,0.9823097,0.000003262803,0.00001931789,0.004968926],"study_design_scores_gemma":[0.0003630591,0.0001206512,0.1045495,0.00001204169,0.00008658145,0.000006531942,0.00003932812,0.003908829,0.8902288,0.00003109125,0.0006006669,0.00005288622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978113,0.0003625324,0.000589316,0.0002007604,0.0004591325,0.0004774536,0.00005465734,0.000005485206,0.00003935744],"genre_scores_gemma":[0.999609,0.0000413911,0.00003681438,0.00004207814,0.00005741781,0.00003531258,0.0000489783,0.000005459763,0.000123533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09208087,"threshold_uncertainty_score":0.2451502,"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."}}