{"id":"W3007978664","doi":"10.1016/j.ahj.2020.02.018","title":"Admission diagnosis and mortality risk prediction in a contemporary cardiac intensive care unit population","year":2020,"lang":"en","type":"article","venue":"American Heart Journal","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Framingham Risk Score; Intensive care unit; Population; Medical diagnosis; Coronary care unit; Internal medicine; Septic shock; Statistic; Heart failure; SOFA score; Emergency medicine; Intensive care medicine; Sepsis; Disease; Myocardial infarction; Pathology; Statistics","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":[0.0004783189,0.0003269596,0.0004392528,0.0009338498,0.0008471241,0.001495885,0.0005492548,0.0009953575,0.002650749],"category_scores_gemma":[0.004237249,0.0003685312,0.0004821796,0.000963568,0.0004438511,0.0008957667,0.0009027098,0.0015626,0.0003035465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006320321,"about_ca_system_score_gemma":0.0005402577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008039718,"about_ca_topic_score_gemma":0.008247927,"domain_scores_codex":[0.9995795,0.0000968321,0.0000424666,0.00009460018,0.00006989351,0.0001167292],"domain_scores_gemma":[0.9986022,0.0003893618,0.0003978866,0.00007917285,0.0001330956,0.0003983236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001743948,0.0001023825,0.9982131,0.000003590471,0.00003383224,0.0001082089,0.00009552941,0.0000587221,0.00008864211,0.0000362438,0.00014564,0.0009397449],"study_design_scores_gemma":[0.00001426502,0.00009388106,0.9978828,0.000006261845,0.0000304752,0.0002288967,0.0006374689,0.0008972306,0.00002803788,0.00009196064,0.00008113687,0.000007598215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993562,0.0001121663,0.00003179376,0.0001195335,0.00001368676,0.000002665051,0.00007545477,0.000001638476,0.0002869281],"genre_scores_gemma":[0.9995727,0.00006262118,0.00003024506,0.00004564464,0.00004591839,0.000002981396,0.0001503797,0.000001299365,0.00008822173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008039718,"threshold_uncertainty_score":0.01598585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.159085833732653,"score_gpt":0.3898588369027706,"score_spread":0.2307730031701176,"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."}}