{"id":"W2761940593","doi":"10.1093/ofid/ofx163.1560","title":"An Evaluation of Vitek2™ Direct Susceptibility Testing (DST) of 
Gram-Negative Bacteria (GNB) from Positive Blood Cultures (+BC).","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Medicine; Gram-negative bacteria; Gram; Microbiology; Blood culture; Bacteria; Antibiotics; Biology; Genetics; Escherichia coli","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":[0.005840365,0.0006802878,0.000463918,0.002360999,0.0002628644,0.0009550624,0.0005448833,0.0005304675,0.0008669036],"category_scores_gemma":[0.01242479,0.0002859252,0.0005751366,0.001310035,0.0005395413,0.0007345127,0.0007438542,0.0005335408,0.0004250458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004249529,"about_ca_system_score_gemma":0.0003082076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179704,"about_ca_topic_score_gemma":0.001121248,"domain_scores_codex":[0.9922767,0.002062628,0.0009392638,0.001098969,0.003322967,0.0002994982],"domain_scores_gemma":[0.9874625,0.004177317,0.003395674,0.0007248185,0.003351431,0.0008883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002144317,0.000160078,0.9335036,0.0003968329,0.0002517046,0.0005123469,0.0002786527,0.0002001445,0.03422667,0.0001122992,0.0005205914,0.02769283],"study_design_scores_gemma":[0.00002949796,0.004949656,0.9611142,0.00005556987,0.0002264816,0.006006889,0.0003917708,0.001633286,0.02308278,0.0000931183,0.002372044,0.00004475357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857328,0.003989026,0.00483957,0.00009850024,0.000138562,0.000119769,0.0008218149,0.0000580814,0.004201895],"genre_scores_gemma":[0.9932668,0.0009042679,0.004212361,0.00006539666,0.00004364648,0.00004331107,0.0008399996,0.00001375753,0.0006103369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005840365,"threshold_uncertainty_score":0.03088713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03009727355545891,"score_gpt":0.3395047236136924,"score_spread":0.3094074500582334,"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."}}