{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007818508,0.0002861216,0.0003608716,0.0001643752,0.0003503846,0.0000483128,0.00004768552,0.000140838,0.00007219228],"category_scores_gemma":[0.002796967,0.000236418,0.00005889508,0.0001711202,0.000858021,0.0001273017,0.00003539794,0.0001157773,0.00001734275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007679947,"about_ca_system_score_gemma":0.0001581723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001610251,"about_ca_topic_score_gemma":0.00005236652,"domain_scores_codex":[0.9986953,0.00007312796,0.0003089649,0.000520716,0.00005878872,0.0003430627],"domain_scores_gemma":[0.9974608,0.001237739,0.0001946991,0.0002616417,0.0005272254,0.0003178605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007503774,0.0006358335,0.9855515,0.000424541,0.0001506127,0.000008235001,0.0001744902,0.000001311484,0.004482468,0.0004084647,0.001839258,0.005572914],"study_design_scores_gemma":[0.005926079,0.00151014,0.9882625,0.0002560613,0.0007068561,0.00001286201,0.00002667021,0.00009155669,0.0004044717,0.0004628103,0.00200162,0.0003383768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951244,0.000405569,0.001084282,0.0001469631,0.0002097771,0.002094795,0.0006547621,0.0001689987,0.0001104289],"genre_scores_gemma":[0.997737,0.0001176584,0.0001579295,0.0007259875,0.00014165,0.000242343,0.0008084591,0.00003517964,0.00003383086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005234537,"threshold_uncertainty_score":0.9640847,"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."}}