{"id":"W2996319374","doi":"10.3138/jammi.2019-0002","title":"Potential influence of rapid diagnostics on timeliness of management decisions for patients with positive blood cultures","year":2019,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority; Vancouver Coastal Health; Island Health; Vancouver General Hospital","funders":"","keywords":"Psychological intervention; Medicine; Antimicrobial stewardship; Gram staining; Blood culture; Emergency medicine; Internal medicine; Intensive care medicine; Antibiotics; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002429519,0.00005025814,0.0001350649,0.0000205981,0.00003116351,0.000002559688,0.0001100952,0.0000712439,0.000008094062],"category_scores_gemma":[0.001759122,0.00003255977,0.00005343753,0.00003891166,0.00004461201,0.000003410804,0.00003547103,0.00005678003,3.998786e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002366341,"about_ca_system_score_gemma":0.0002332606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003588987,"about_ca_topic_score_gemma":0.00116653,"domain_scores_codex":[0.9993652,0.00008265924,0.000283591,0.00007095037,0.0001381355,0.00005945918],"domain_scores_gemma":[0.9986051,0.000153187,0.0005814087,0.00008079468,0.0005284228,0.0000511158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008256955,0.000741577,0.8967173,0.0001276668,0.0007797987,0.000001218358,0.00003090928,0.0006233445,0.09509461,0.0001455983,0.003769425,0.00114286],"study_design_scores_gemma":[0.002244561,0.0005778386,0.9859152,0.0001890326,0.0002083627,0.00000307754,0.0000215664,0.000006441401,0.01013777,0.00004353044,0.0005931659,0.00005943488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991032,0.00005696478,0.00003133047,0.0002925334,0.0001983109,0.0001499138,0.0001577028,4.137885e-7,0.000009604039],"genre_scores_gemma":[0.9995707,0.0001117883,0.00002892374,0.000195538,0.00002645682,0.00000115502,0.00003686139,0.000002638627,0.00002596823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08919793,"threshold_uncertainty_score":0.210596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001634430696817979,"score_gpt":0.2002630062759118,"score_spread":0.1986285755790939,"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."}}