{"id":"W2808400859","doi":"10.1093/icvts/ivy185","title":"Comparison of temporary ventricular assist devices and extracorporeal life support in post-cardiotomy cardiogenic shock","year":2018,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiogenic shock; Cardiotomy; Medicine; Extracorporeal; Ventricular assist device; Cardiology; Extracorporeal membrane oxygenation; Internal medicine; Life support; Shock (circulatory); Cardiopulmonary bypass; Intensive care medicine; Heart failure; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001412612,0.0003702258,0.001536562,0.0004349275,0.00006480281,0.00005836163,0.0001429395,0.0002109861,0.00006516549],"category_scores_gemma":[0.0002172022,0.000368342,0.0008784484,0.0004171563,0.000173707,0.0004678219,0.0001053579,0.0003337542,0.00001430492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006644707,"about_ca_system_score_gemma":0.00009205772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001049611,"about_ca_topic_score_gemma":0.00002033785,"domain_scores_codex":[0.9973845,0.0003356636,0.0008244997,0.0005421043,0.000513351,0.0003998429],"domain_scores_gemma":[0.9983222,0.0004919127,0.000141598,0.0005350558,0.0002290854,0.0002801445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001090023,0.00006143712,0.9443724,0.0004568012,0.00429593,0.0004811134,0.0003074546,0.0003191115,0.0001934414,0.00001051018,0.0002408233,0.04915196],"study_design_scores_gemma":[0.0004880911,0.0001305238,0.9576066,0.0004436974,0.001071056,0.0006309645,0.001984366,0.005524952,0.01838242,0.00008488858,0.01249807,0.001154379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737157,0.02215945,0.001486203,0.00001030571,0.0007134986,0.0003192135,0.00004402438,0.0001071311,0.001444518],"genre_scores_gemma":[0.9993908,0.00006344797,0.00008310164,0.00004276078,0.0002601699,0.00004202609,0.00005412679,0.00006006025,0.000003524129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04799758,"threshold_uncertainty_score":0.9998769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02921183337465208,"score_gpt":0.2890178711999691,"score_spread":0.259806037825317,"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."}}