{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001876398,0.0003532578,0.0007824987,0.0001908801,0.0003513403,0.0001261119,0.0003605637,0.00006354471,0.0002020916],"category_scores_gemma":[0.00003275789,0.0003961914,0.0009624157,0.0003055001,0.00003618721,0.0003035986,0.000300865,0.0009938057,0.00002540547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00040643,"about_ca_system_score_gemma":0.00006100608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000817301,"about_ca_topic_score_gemma":0.000003917984,"domain_scores_codex":[0.9961116,0.00104716,0.0006999893,0.0004902565,0.001085355,0.0005656633],"domain_scores_gemma":[0.998753,0.00002182143,0.00007854111,0.0006436488,0.0001175069,0.0003854737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001839128,0.0001668863,0.8908407,0.0006761725,0.009538005,0.01159329,0.004911663,0.0451005,0.002386691,0.00001059115,0.003374957,0.03121662],"study_design_scores_gemma":[0.002020477,0.000178105,0.9277122,0.00003278982,0.000610641,0.00176771,0.0004288241,0.0002360509,0.0002335129,0.00001229027,0.06608351,0.0006838604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927282,0.002997264,0.00009095098,0.00000693243,0.001948525,0.0003543,0.0001768143,0.0001452508,0.001551756],"genre_scores_gemma":[0.9989484,0.0001120476,0.0001232897,0.00009769895,0.0004586586,0.00001568932,0.0001061896,0.0001300078,0.000008008052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06270855,"threshold_uncertainty_score":0.999849,"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."}}