{"id":"W2152351169","doi":"10.1161/01.cir.0000045667.11911.f6","title":"Echocardiographic Predictors of Survival and Response to Early Revascularization in Cardiogenic Shock","year":2003,"lang":"en","type":"article","venue":"Circulation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; St. Paul's Hospital; Vancouver Hospital and Health Sciences Centre","funders":"National Heart, Lung, and Blood Institute","keywords":"Cardiogenic shock; Medicine; Cardiology; Ejection fraction; Internal medicine; Revascularization; Myocardial infarction; Mitral regurgitation; Shock (circulatory); Heart failure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008155839,0.00021826,0.0002939269,0.0002918065,0.0001081569,0.0003255274,0.0001215866,0.0003196985,0.001020493],"category_scores_gemma":[0.00314669,0.00008130676,0.0002135375,0.0001825869,0.0002013855,0.0002064036,0.00022426,0.000471166,0.00009462688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182126,"about_ca_system_score_gemma":0.0001509401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177677,"about_ca_topic_score_gemma":0.0003190156,"domain_scores_codex":[0.9997734,0.0000920942,0.00002651117,0.00002408103,0.00003692475,0.00004699461],"domain_scores_gemma":[0.9968789,0.001324048,0.001000105,0.00008139903,0.0001714997,0.0005440767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004726505,0.0001709722,0.986787,0.00003444456,0.00009009069,0.00007775359,0.00002813158,0.0002833044,0.0007493159,0.00001929279,0.0001363787,0.006896987],"study_design_scores_gemma":[0.0001667878,0.001474373,0.9971663,0.00002154089,0.00006371871,0.0001771778,0.00004297778,0.0004884505,0.0002600687,0.0000413654,0.00009112194,0.000005952735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992305,0.000402499,0.00005647552,0.00004630131,0.000005407999,0.000007553509,0.00006804612,0.000001576918,0.0001818189],"genre_scores_gemma":[0.9996705,0.00006664392,0.00004263356,0.00001620161,0.0000232256,0.000007414363,0.0001438053,4.487131e-7,0.00002919039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001020493,"threshold_uncertainty_score":0.00431329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023339778186824,"score_gpt":0.2032644076495173,"score_spread":0.1930310098676491,"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."}}