{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007620733,0.0001057515,0.0002456165,0.00005559404,0.00008320367,0.00002756309,0.00001321915,0.00009198587,0.00001993911],"category_scores_gemma":[0.0004013889,0.0001047684,0.00008298414,0.0001444674,0.00001809559,0.00007816052,0.0000125834,0.00008956482,0.000005415717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000832395,"about_ca_system_score_gemma":0.00008626186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097115,"about_ca_topic_score_gemma":0.0002282631,"domain_scores_codex":[0.9991292,0.00006924352,0.0002261162,0.0003015869,0.0001457372,0.000128121],"domain_scores_gemma":[0.9986335,0.0001262304,0.00006377629,0.0002234283,0.0008806814,0.00007236609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001171999,0.00006272476,0.9964013,0.00007829013,0.00006100163,0.000001429705,0.0009167439,0.0001235028,0.0001500822,0.0002557076,0.0004004618,0.00153705],"study_design_scores_gemma":[0.001263504,0.00006596085,0.9909953,0.0000947941,0.0001813935,0.000001716333,0.003628713,0.0003151634,0.001422613,0.0001256304,0.001816639,0.00008853798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969134,0.001292087,0.00005337415,0.0007146109,0.00008448937,0.00074629,0.0001005898,0.00002067238,0.00007447314],"genre_scores_gemma":[0.9972166,0.00003316206,0.000958554,0.0002076314,0.00003384376,0.0001385051,0.001389012,0.0000135885,0.000009034537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00540595,"threshold_uncertainty_score":0.4272332,"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."}}