{"id":"W3005825814","doi":"10.1002/cti2.1110","title":"Risk stratification biomarkers for <i>Staphylococcus aureus</i> bacteraemia","year":2020,"lang":"en","type":"article","venue":"Clinical & Translational Immunology","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"National Center for Advancing Translational Sciences; Genentech","keywords":"Medicine; Infective endocarditis; Bacteremia; Internal medicine; Endocarditis; Staphylococcus aureus; Cohort; Biomarker; Clinical trial; Risk stratification; Intensive care medicine; Cohort study; Antibiotics","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":[0.0003725385,0.0001485171,0.0003763858,0.00004712317,0.000101991,0.00001561589,0.00009631767,0.0001800316,0.0002288281],"category_scores_gemma":[0.0005088113,0.0001381444,0.0004009085,0.0001331037,0.0001887168,0.00007876028,0.0000144415,0.0002854463,0.00008713012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002025692,"about_ca_system_score_gemma":0.00009628389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007434923,"about_ca_topic_score_gemma":0.00000425895,"domain_scores_codex":[0.9984381,0.0001500141,0.0006511907,0.0004189936,0.0001264359,0.0002152281],"domain_scores_gemma":[0.9984378,0.0009022579,0.0001651335,0.000197775,0.0001837862,0.0001133142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003838334,0.001841204,0.5599312,0.0002342316,0.006585236,0.00002941458,0.0005031773,0.0001783811,0.03338685,0.05549108,0.06301318,0.2749677],"study_design_scores_gemma":[0.004404595,0.00101615,0.8479133,0.00001825376,0.0003439886,0.000001821638,0.00004206429,0.0006699726,0.0009120086,0.001988844,0.1425313,0.0001577929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7754545,0.002162623,0.1593276,0.04750528,0.001824843,0.004175794,0.0005838147,0.000335641,0.008629884],"genre_scores_gemma":[0.9907081,0.0004938784,0.003770536,0.003734365,0.0005408829,0.0001478312,0.0005649696,0.00002287418,0.0000166234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.287982,"threshold_uncertainty_score":0.5633365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05732823169776793,"score_gpt":0.3623584648503766,"score_spread":0.3050302331526087,"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."}}