{"id":"W4407348576","doi":"10.1002/ehf2.15217","title":"Heart Failure Decompensation with Cardiogenic Shock Exhibits Distinct Sequential Inflammatory Profiles","year":2025,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Sinai Health System; University Health Network; Toronto General Hospital; University of Toronto; Ted Rogers Centre for Heart Research; Mount Sinai Hospital","funders":"Department of Medicine, University of Toronto; Canadian Institutes of Health Research","keywords":"Medicine; Cardiogenic shock; Decompensation; Heart failure; Acute decompensated heart failure; Coronary care unit; Myocardial infarction; Internal medicine; Cardiology; Ejection fraction; Interleukin 6; Cytokine; Gastroenterology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003652416,0.0003876809,0.0004986185,0.0001903327,0.0001767709,0.0001182646,0.0002215505,0.0002687123,0.000440581],"category_scores_gemma":[0.00005521665,0.0003632951,0.0001902133,0.0004548894,0.00006097219,0.0003271626,0.00007238975,0.0004572964,0.0003357774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002041454,"about_ca_system_score_gemma":0.0002089753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000168345,"about_ca_topic_score_gemma":0.0005144563,"domain_scores_codex":[0.9978638,0.0001154216,0.0004671581,0.0004897963,0.0005263999,0.0005373982],"domain_scores_gemma":[0.9989056,0.00007829008,0.00004458454,0.0006074682,0.0001531964,0.0002108516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001108687,0.0001169338,0.520807,0.002592094,0.001242767,0.0001310192,0.0004541433,0.02137477,0.1035247,0.005348235,0.343221,0.001076545],"study_design_scores_gemma":[0.00156483,0.0001033483,0.08197227,0.0006127921,0.000259496,0.0001543176,0.0004492614,0.008369388,0.07028898,0.0003716701,0.8344819,0.001371754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911159,0.0003623851,0.003426159,0.001599197,0.0005286162,0.0009199734,0.00003597195,0.001077957,0.0009338569],"genre_scores_gemma":[0.9947882,7.034325e-7,0.004391119,0.0001803874,0.000251587,0.0001177413,0.00006673076,0.00007178792,0.00013176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4912609,"threshold_uncertainty_score":0.9998819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007227418971650241,"score_gpt":0.2172601367114289,"score_spread":0.2100327177397787,"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."}}