{"id":"W4226284118","doi":"10.1093/ehjacc/zuac045","title":"Cardiogenic shock: calling for backup","year":2022,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiogenic shock; Medicine; Backup; Cardiology; Internal medicine; Intensive care medicine; Myocardial infarction; Database","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":[0.001648912,0.0003239705,0.0006623821,0.0001661386,0.0007718768,0.0001405896,0.0005453103,0.00004427367,0.0002090016],"category_scores_gemma":[0.00003400759,0.0003477477,0.003061199,0.0002839693,0.00002035123,0.0001700685,0.0001961388,0.0008355963,0.00009479276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003901187,"about_ca_system_score_gemma":0.00005677556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001122403,"about_ca_topic_score_gemma":3.255828e-7,"domain_scores_codex":[0.9969977,0.0005569819,0.0005270011,0.0003979447,0.0008957062,0.0006246587],"domain_scores_gemma":[0.9986034,0.00004896746,0.00004942328,0.0007326979,0.0002017489,0.0003637868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005007923,0.0000249827,0.001414475,0.0003821331,0.01420555,0.003527185,0.001737359,0.9235967,0.003219318,0.00006999159,0.02777807,0.02399418],"study_design_scores_gemma":[0.0009062202,0.0001134927,0.0005824697,0.00002331652,0.0009705127,0.004187006,0.001011941,0.00168446,0.0004318276,0.00002090671,0.9895356,0.0005322194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5173295,0.2866389,0.1513196,0.0001951624,0.01611151,0.002980248,0.001093623,0.002246619,0.02208483],"genre_scores_gemma":[0.9952207,0.000166352,0.002420483,0.0002991612,0.001438401,0.00005066803,0.00007602474,0.0002672238,0.0000609873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9617575,"threshold_uncertainty_score":0.9998975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0255047574625185,"score_gpt":0.2312890485222823,"score_spread":0.2057842910597638,"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."}}