{"id":"W1883787047","doi":"10.1111/j.1469-0691.2006.01645.x","title":"Development and clinical validation of a molecular diagnostic assay to detect CTX-M-type β-lactamases in Enterobacteriaceae","year":2006,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Enterobacteriaceae; Microbiology; Biology; Plasmid; Beta-lactamase; Enzyme; Gene; Escherichia coli; Genetics; Biochemistry","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":[0.000800463,0.0001255036,0.0002655182,0.00005324188,0.00003186095,0.00001320949,0.00004872979,0.0003488852,0.000007366712],"category_scores_gemma":[0.001193737,0.0001184366,0.00005212828,0.00007435317,0.0001956729,0.000006843641,0.0000955984,0.0001126842,0.000004458715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001075861,"about_ca_system_score_gemma":0.00004284921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000231533,"about_ca_topic_score_gemma":0.0001792121,"domain_scores_codex":[0.9984084,0.0003373911,0.0007045871,0.0003799746,0.00001760968,0.0001519966],"domain_scores_gemma":[0.9993535,0.000232611,0.0001603528,0.0001441419,0.00006058307,0.00004878751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001550977,0.00008426991,0.5885677,0.0000130248,0.0000224253,0.000001327046,0.000003503917,0.00000313792,0.4081712,0.00001129439,0.00007810529,0.002888923],"study_design_scores_gemma":[0.0005676181,0.0006015704,0.7906494,0.000045089,0.00001942344,0.00001557909,0.00000386489,0.000001192248,0.201325,0.00003726828,0.006608593,0.0001253959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977269,0.000138977,0.001446042,0.00003368836,0.0003886461,0.0002097045,0.000005804899,0.000007134239,0.00004316927],"genre_scores_gemma":[0.9970687,0.0003285028,0.002215408,0.0001233852,0.00009275756,0.00000420759,0.0001375087,0.000009510444,0.00002000281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2068462,"threshold_uncertainty_score":0.4829706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462462438518661,"score_gpt":0.3051320168057058,"score_spread":0.2905073924205192,"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."}}