{"id":"W4298088263","doi":"10.1093/ehjacc/zuac119","title":"Cardiogenic shock severity and mortality in patients receiving venoarterial extracorporeal membrane oxygenator support","year":2022,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Heart, Lung, and Blood Institute","keywords":"Cardiogenic shock; Extracorporeal membrane oxygenation; Medicine; Oxygenator; Extracorporeal; Shock (circulatory); Membrane oxygenator; Cardiology; Life support; Internal medicine; Intensive care medicine; Myocardial infarction; Cardiopulmonary bypass","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":[0.0006463326,0.0002979823,0.0002320479,0.0006885664,0.0002273629,0.000565141,0.000296375,0.0004399186,0.001598672],"category_scores_gemma":[0.003251885,0.0001998962,0.0004596173,0.0006862365,0.000225133,0.0003820846,0.0004388916,0.0006743489,0.0001996244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002048787,"about_ca_system_score_gemma":0.0002688786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600867,"about_ca_topic_score_gemma":0.001990822,"domain_scores_codex":[0.9996018,0.0001328036,0.00005826755,0.00006384236,0.00006603662,0.00007734827],"domain_scores_gemma":[0.9980708,0.0004161125,0.001025974,0.00007781139,0.0001059256,0.0003034374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004365038,0.00001004121,0.9995105,0.000002435466,0.00002093921,0.00001603057,0.000006228653,0.00002729642,0.0000266173,0.000004098793,0.00003028321,0.0003019659],"study_design_scores_gemma":[0.000008243054,0.00007316664,0.9991888,0.000006529019,0.00002366112,0.0001558254,0.000043316,0.0004023266,0.00002958256,0.00001873991,0.0000476781,0.000002074262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999391,0.0001825335,0.00005430801,0.00007498152,0.000006571561,0.000002967282,0.0001230676,0.000002369865,0.0001623208],"genre_scores_gemma":[0.9996587,0.00005978822,0.00004204818,0.00001751885,0.0000200124,0.000002441893,0.0001533454,6.540121e-7,0.00004545317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001600867,"threshold_uncertainty_score":0.005348146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555106090917189,"score_gpt":0.2171981644251714,"score_spread":0.2016471035159995,"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."}}