{"id":"W2078860817","doi":"10.1007/s10096-014-2252-2","title":"Performance evaluation of the Verigene® (Nanosphere) and FilmArray® (BioFire®) molecular assays for identification of causative organisms in bacterial bloodstream infections","year":2014,"lang":"en","type":"article","venue":"European Journal of Clinical Microbiology & Infectious Diseases","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"National Institute for Health and Care Research","keywords":"Medical microbiology; Microbiology; Blood culture; Bacteremia; Antimicrobial; Pseudomonas aeruginosa; Medicine; Antimicrobial stewardship; Antibiotic resistance; Biology; Bacteria; Antibiotics","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":[0.002996962,0.0001081708,0.0002827109,0.00004407001,0.00006422822,0.00001400584,0.000161228,0.00008107647,0.00001862769],"category_scores_gemma":[0.004910257,0.00008630024,0.0001865201,0.00009703769,0.0002720091,0.0000127241,0.0000658132,0.0001039982,0.000001017254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001359173,"about_ca_system_score_gemma":0.00016346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005892642,"about_ca_topic_score_gemma":0.00003158802,"domain_scores_codex":[0.9966937,0.001759917,0.001175989,0.0002057115,0.00006231642,0.000102363],"domain_scores_gemma":[0.9976603,0.000172592,0.00118115,0.0002446968,0.0006913158,0.00004994887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007355152,0.0002484478,0.2366522,0.00002204819,0.00006450296,8.614905e-8,0.00003077416,0.0001458156,0.7568637,0.000009878516,0.0000428329,0.005846199],"study_design_scores_gemma":[0.002377923,0.001156274,0.8286925,0.00006382158,0.0002640364,0.00002304221,0.00003287783,0.0001258575,0.1665384,0.00006850167,0.0005448579,0.000111934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982659,0.00007929199,0.0005141475,0.00004002609,0.0007033366,0.0002592678,0.0000531817,0.000003416624,0.00008139768],"genre_scores_gemma":[0.9995628,0.0000611728,0.00008608213,0.00003840522,0.0001744075,0.000003868583,0.00004958137,0.00001374152,0.000009935057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5920403,"threshold_uncertainty_score":0.5878391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993032012921025,"score_gpt":0.3009679871075875,"score_spread":0.2810376669783773,"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."}}