{"id":"W4401983745","doi":"10.1093/ehjacc/zuae098","title":"Epidemiology of cardiogenic shock using the Shock Academic Research Consortium (SHARC) consensus definitions","year":2024,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Jewish General Hospital; Vancouver General Hospital; McGill University; University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; Medical Research Council; National Institutes of Health","keywords":"Cardiogenic shock; Medicine; Cardiology; Myocardial infarction; Internal medicine; Acute decompensated heart failure; Heart failure; Inotrope; Coronary care unit; Population; Levosimendan; Epidemiology; Intensive care 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":[0.1167096,0.001083106,0.002393662,0.02438739,0.001535101,0.004634093,0.004607238,0.002885349,0.001441645],"category_scores_gemma":[0.183024,0.0005667336,0.003165583,0.01316807,0.002078059,0.003224867,0.007322993,0.003304391,0.0002775963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005731741,"about_ca_system_score_gemma":0.01544129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087353,"about_ca_topic_score_gemma":0.008233395,"domain_scores_codex":[0.8760606,0.05869047,0.03785461,0.007039994,0.01834542,0.002008967],"domain_scores_gemma":[0.7908279,0.07668387,0.04016803,0.007319299,0.08053282,0.004468139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001132659,0.000381761,0.4180231,0.02319346,0.005984643,0.0003984064,0.005490576,0.008408002,0.000760698,0.06422272,0.1152315,0.3567725],"study_design_scores_gemma":[0.00319016,0.001715532,0.5011172,0.08500455,0.006877946,0.002693869,0.01218744,0.03499911,0.002259476,0.1092906,0.2393218,0.00134244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2317268,0.2374874,0.3019109,0.1041572,0.009182935,0.02656595,0.03002547,0.001168816,0.05777469],"genre_scores_gemma":[0.6428002,0.0402615,0.2437306,0.01660198,0.002219981,0.0204652,0.03211043,0.0002415035,0.001568548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1167096,"threshold_uncertainty_score":0.6172267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.222811983220899,"score_gpt":0.3638675185226167,"score_spread":0.1410555353017177,"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."}}