{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003088991,0.000668494,0.000760083,0.0007103813,0.0001948488,0.001210463,0.0002504935,0.0005210405,0.001941556],"category_scores_gemma":[0.006458788,0.0001434382,0.000716697,0.0006339738,0.0002169032,0.0005001799,0.0004502643,0.0006436749,0.0003648971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905605,"about_ca_system_score_gemma":0.0006949141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002727541,"about_ca_topic_score_gemma":0.000472788,"domain_scores_codex":[0.9985506,0.0007448713,0.000206941,0.0001487796,0.0001919843,0.0001568774],"domain_scores_gemma":[0.9960577,0.001006232,0.002138601,0.000120184,0.0003380399,0.0003391498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01214981,0.0004456686,0.9116793,0.000495379,0.0006646432,0.0001828887,0.000132048,0.001083496,0.004596047,0.0003905038,0.002561975,0.06561832],"study_design_scores_gemma":[0.001693469,0.008271993,0.9591478,0.0009383145,0.001676117,0.001244622,0.0003715203,0.01069468,0.006299165,0.002129455,0.007444904,0.00008800156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798638,0.00948356,0.003777282,0.001327007,0.0002121244,0.0004780479,0.001109824,0.00007438297,0.003674042],"genre_scores_gemma":[0.9958426,0.0006604492,0.00196011,0.000272779,0.0001326162,0.0002372552,0.0004863834,0.000008019125,0.0003998657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003088991,"threshold_uncertainty_score":0.01633638,"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."}}