{"id":"W4409256061","doi":"10.1016/j.cjca.2025.04.001","title":"The Role of Scoring Systems in Predicting Success With Mechanical Support in Cardiogenic Shock","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Cardiogenic shock; Shock (circulatory); Scoring system; Internal medicine; Intensive care medicine; Cardiology; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006840263,0.0004757545,0.001274973,0.001109274,0.001645388,0.002910795,0.001483608,0.01104894,0.002560927],"category_scores_gemma":[0.05709021,0.000443029,0.0007838416,0.001165957,0.001754512,0.001886798,0.0006644099,0.01148033,0.001576931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003647633,"about_ca_system_score_gemma":0.003857745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02191483,"about_ca_topic_score_gemma":0.03995538,"domain_scores_codex":[0.9953436,0.001888638,0.0009549808,0.0002763814,0.00110238,0.0004339516],"domain_scores_gemma":[0.9627329,0.02407389,0.001367947,0.0007970905,0.008467246,0.00256101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001160751,0.0003096688,0.1967247,0.0003068983,0.0002020284,0.01955969,0.001646054,0.001069091,0.0009808276,0.005487061,0.6338438,0.1387095],"study_design_scores_gemma":[0.001556441,0.001621361,0.29239,0.005653148,0.0005746056,0.07090258,0.008686535,0.02462872,0.001603698,0.04182026,0.5496834,0.0008793314],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02542157,0.008333294,0.0007571073,0.9351454,0.01363068,0.0000525399,0.0001786276,0.0000467321,0.01643408],"genre_scores_gemma":[0.4258724,0.01468047,0.007282966,0.4139236,0.1277238,0.0002519361,0.0003868618,0.000109751,0.00976818],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02191483,"threshold_uncertainty_score":0.04357457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007332307549119753,"score_gpt":0.2276101337292031,"score_spread":0.2202778261800833,"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."}}