{"id":"W2006861484","doi":"10.1016/j.cardfail.2004.06.321","title":"Patterns and outcomes of revascularization in patients with heart failure and/or left ventricular systolic dysfunction following acute myocardial infarction: observations from the VALIANT registry","year":2004,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Internal medicine; Myocardial infarction; Cardiology; Cardiogenic shock; Cohort; Heart failure; Revascularization; Unstable angina; Angina","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":[],"consensus_categories":[],"category_scores_codex":[0.0002999404,0.000157902,0.0006125204,0.0001166002,0.00008023557,0.00004725523,0.00004629267,0.0001028177,0.000002145174],"category_scores_gemma":[0.0003644083,0.00009664813,0.0003232673,0.0002109229,0.00003982418,0.0002460648,0.00002813463,0.0003084711,3.946824e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000991774,"about_ca_system_score_gemma":0.0001566231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584278,"about_ca_topic_score_gemma":0.00002567784,"domain_scores_codex":[0.9986386,0.00009556394,0.0004249196,0.0001520288,0.0005482225,0.0001407193],"domain_scores_gemma":[0.9989517,0.0001628945,0.0002716033,0.0002405188,0.0002786076,0.00009468282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001215068,0.00005290637,0.9974992,0.00003433045,0.0009523946,0.00003498964,0.0002399063,0.000289902,0.00009676134,0.000009259016,0.0006019774,0.00006684128],"study_design_scores_gemma":[0.003679529,0.0002115064,0.9909221,0.0006473922,0.001920227,0.0001120178,0.0004563676,0.000003198768,0.00007763432,0.0000278249,0.0018403,0.0001019042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914902,0.0005633461,0.0007120057,0.006404813,0.0004280868,0.000335282,0.00005317382,0.000009388966,0.000003704932],"genre_scores_gemma":[0.997834,0.0001017566,0.001452159,0.0002885006,0.0002331823,0.000004258926,0.00006084477,0.00001863128,0.000006628302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006577128,"threshold_uncertainty_score":0.3941197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006962761358335346,"score_gpt":0.2243557339910729,"score_spread":0.2173929726327376,"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."}}