{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003060329,0.002043038,0.002544298,0.002157426,0.001780617,0.009221504,0.002423595,0.01005144,0.01293894],"category_scores_gemma":[0.02895123,0.0007063076,0.001639534,0.0010999,0.003378828,0.004430634,0.00178624,0.01942991,0.008470241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125344,"about_ca_system_score_gemma":0.002543417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001861872,"about_ca_topic_score_gemma":0.002864271,"domain_scores_codex":[0.9956626,0.0009661512,0.0006308523,0.0007477684,0.001685337,0.000307308],"domain_scores_gemma":[0.9815965,0.01032737,0.001220401,0.000350503,0.004535855,0.001969385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002611119,0.000009906494,0.0001109031,0.0002824889,0.00001786805,0.0001204231,0.00003410842,0.00002817075,0.00003024258,0.0005698356,0.9828246,0.01594547],"study_design_scores_gemma":[0.00004096636,0.0000434738,0.0004904544,0.001641078,0.00004756148,0.0008992009,0.0001506891,0.000121776,0.00007630726,0.001564439,0.9948844,0.00003956361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.000143588,0.02729594,0.0003367483,0.1208465,0.8482311,0.00002184804,0.0001054541,0.0000954467,0.002923382],"genre_scores_gemma":[0.001038286,0.01792261,0.000162361,0.03998109,0.9377418,0.00001462685,0.00005255585,0.00005247827,0.003034165],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01293894,"threshold_uncertainty_score":0.04328507,"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."}}