{"id":"W3123963667","doi":"10.1161/circheartfailure.120.007678","title":"Defining Shock and Preshock for Mortality Risk Stratification in Cardiac Intensive Care Unit Patients","year":2021,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Risk stratification; Intensive care unit; Intensive care medicine; Shock (circulatory); Cardiology; Internal medicine","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":[0.001848686,0.0005643635,0.0004339017,0.00172224,0.0004259757,0.001030192,0.0006786356,0.0005290858,0.001310266],"category_scores_gemma":[0.005804073,0.000223162,0.0006999049,0.001222135,0.000360827,0.0007673461,0.0009413218,0.001161325,0.0001757464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004564643,"about_ca_system_score_gemma":0.0008170163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446749,"about_ca_topic_score_gemma":0.00356825,"domain_scores_codex":[0.9989154,0.0004741554,0.0001676804,0.0001152935,0.0001721649,0.0001553247],"domain_scores_gemma":[0.9957195,0.001092001,0.002036272,0.000101536,0.0003262211,0.0007244955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001234627,0.00001798684,0.9982265,0.000008818439,0.00003524995,0.00004353274,0.00002015656,0.00008180865,0.00004505696,0.0000143537,0.0000920966,0.001291131],"study_design_scores_gemma":[0.00002371506,0.0002138826,0.9960535,0.0000405851,0.00006858929,0.0002816826,0.0001920113,0.002727648,0.0001151565,0.0001399303,0.0001322575,0.00001113987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982119,0.0006422244,0.0004248864,0.0001995465,0.00002523205,0.00002199105,0.0001419704,0.000009243176,0.0003230883],"genre_scores_gemma":[0.9991359,0.0001096755,0.0004347338,0.00003612478,0.00005487766,0.00001409434,0.0001830213,0.000001803676,0.00002970988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001848686,"threshold_uncertainty_score":0.00977689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06209098217323194,"score_gpt":0.3405946211547005,"score_spread":0.2785036389814685,"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."}}