{"id":"W4386818992","doi":"10.1002/ehf2.14510","title":"Differences Between Cardiogenic Shock Related to Acute Decompensated Heart Failure and Acute Myocardial Infarction","year":2023,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Acute decompensated heart failure; Cardiogenic shock; Myocardial infarction; Internal medicine; Cardiology; Heart failure; Creatinine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035661,0.0004129113,0.0007624592,0.0003312216,0.0002042971,0.0001353945,0.0002202086,0.0004185631,0.0002143731],"category_scores_gemma":[0.00003790089,0.000413117,0.000233453,0.001174083,0.00004344698,0.0002890551,0.0001521156,0.0005514857,0.001700613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007904922,"about_ca_system_score_gemma":0.0000395493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002797462,"about_ca_topic_score_gemma":0.00004825452,"domain_scores_codex":[0.9975692,0.0001293144,0.000517743,0.000592649,0.0004698692,0.0007212309],"domain_scores_gemma":[0.9987385,0.0001293637,0.00003509265,0.0004994195,0.00006977702,0.0005278838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003457698,0.00002022759,0.6997155,0.0001718267,0.004584861,0.0001234305,0.0009759975,0.001930915,0.08474296,0.0002092678,0.2064297,0.001060739],"study_design_scores_gemma":[0.001025045,0.0002077341,0.7478676,0.0001179131,0.000665341,0.0001928222,0.000270574,0.003774128,0.005174886,0.0004462196,0.238974,0.001283798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924787,0.00008418622,0.0001171257,0.004422925,0.0005602897,0.0005745388,0.0001217685,0.001570032,0.00007038617],"genre_scores_gemma":[0.9980074,0.00001213871,0.001112149,0.0002124672,0.000226695,0.00006518509,0.0001641957,0.00009313457,0.0001066893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07956808,"threshold_uncertainty_score":0.9998321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171767064139012,"score_gpt":0.2404927684803074,"score_spread":0.2287750978389173,"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."}}