{"id":"W2790053260","doi":"10.1016/j.diagmicrobio.2018.03.001","title":"Automatic notification and infectious diseases consultation for patients with Staphylococcus aureus bacteremia","year":2018,"lang":"en","type":"article","venue":"Diagnostic Microbiology and Infectious Disease","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Bacteremia; Medicine; Staphylococcus aureus; Observational study; Internal medicine; Intensive care unit; Micrococcaceae; Methicillin-resistant Staphylococcus aureus; Bloodstream infection; Intensive care medicine; Emergency medicine; Microbiology; Antibiotics; Biology; Bacteria","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":[0.0008693069,0.0003392141,0.0003311956,0.001702169,0.001399151,0.0008408958,0.0004815772,0.001550803,0.01220268],"category_scores_gemma":[0.006420116,0.0002373568,0.0004423682,0.0005149072,0.0002540578,0.0007700326,0.0009731603,0.001309276,0.0009608407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007903716,"about_ca_system_score_gemma":0.0016594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003107197,"about_ca_topic_score_gemma":0.004575693,"domain_scores_codex":[0.9988037,0.0004266553,0.0001813686,0.0001468839,0.000210919,0.0002304875],"domain_scores_gemma":[0.996294,0.001445712,0.0009620906,0.0001219512,0.000309707,0.0008665155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001189189,0.001175896,0.8930628,0.0002715964,0.00005816914,0.008688977,0.0009114931,0.0003387383,0.002535634,0.0003642155,0.01538063,0.07602267],"study_design_scores_gemma":[0.0002330611,0.00226358,0.9554108,0.0008724598,0.0001494808,0.01723418,0.00455664,0.005142428,0.001843401,0.001295381,0.01090195,0.00009665989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588937,0.002808955,0.001747354,0.009529092,0.0007518847,0.000335398,0.0008123659,0.0004139199,0.02470735],"genre_scores_gemma":[0.991804,0.0007666328,0.002129249,0.002446451,0.0004622847,0.0001029132,0.0003701985,0.00002028131,0.001897935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01220268,"threshold_uncertainty_score":0.04082203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004906253322519425,"score_gpt":0.235120694828389,"score_spread":0.2302144415058695,"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."}}