{"id":"W4378471835","doi":"10.3390/diagnostics13111849","title":"Evaluation of the Liquid Colony™ Produced by the FAST System for Shortening the Time of Bacterial Identification and Phenotypic Antimicrobial Susceptibility Testing and Detection of Resistance Mechanisms from Positive Blood Cultures","year":2023,"lang":"en","type":"article","venue":"Diagnostics","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Broth microdilution; Concordance; Clinical microbiology; Blood culture; Microbiology; Colony-forming unit; Liquid culture; Bacteria; Biology; Antimicrobial; Medicine; Minimum inhibitory concentration; Genetics; Antibiotics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001482829,0.00008081052,0.0001186053,0.0000125603,0.0001767473,0.00002804397,0.0001234722,0.00007341503,9.499508e-7],"category_scores_gemma":[0.004374328,0.00005322808,0.00003440351,0.0001300093,0.0001444858,0.000006792092,0.00007308698,0.00004078795,1.436453e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001190985,"about_ca_system_score_gemma":0.0000459858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006212281,"about_ca_topic_score_gemma":0.0001437942,"domain_scores_codex":[0.998884,0.000309335,0.0003285588,0.0002385352,0.0001592219,0.00008038378],"domain_scores_gemma":[0.9982061,0.0004256379,0.0003576569,0.0002819379,0.0007160596,0.00001261348],"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":[0.00009491014,0.00002723729,0.0004534855,0.00006175818,0.00004062397,1.295564e-8,0.0003656568,0.00001943683,0.9983237,0.00001481151,0.00005419277,0.0005442141],"study_design_scores_gemma":[0.0002923094,0.00008619732,0.03218899,0.00007104496,0.0002746224,6.993055e-7,0.0004089943,0.001199851,0.9653497,0.00007248744,0.000002955422,0.0000521882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976616,0.0001002114,0.0006760436,0.00007430885,0.0001749568,0.0008689392,0.000432085,0.000008402111,0.000003446629],"genre_scores_gemma":[0.9995201,0.00001331239,0.0001693162,0.000006093692,0.00007027792,0.00003902789,0.000159749,0.000008695465,0.00001338025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.032974,"threshold_uncertainty_score":0.5236795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497934195589547,"score_gpt":0.2484411843567056,"score_spread":0.2334618424008101,"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."}}