{"id":"W4402090644","doi":"10.1016/j.jchf.2024.08.008","title":"Race in Heart Failure","year":2024,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"Novartis Pharmaceuticals Corporation","keywords":"Medicine; Heart failure; Internal medicine; Race (biology); Cardiology; Intensive care medicine","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":["insufficient_payload"],"category_scores_codex":[0.0004537905,0.0003615159,0.00059589,0.0004960358,0.00008487987,0.0001429956,0.00009794099,0.0002459399,0.001744584],"category_scores_gemma":[0.00006583257,0.0002986459,0.0002780549,0.0008909616,0.00006173543,0.0003004683,0.00009578146,0.0006013463,0.003692451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216905,"about_ca_system_score_gemma":0.0002202849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510043,"about_ca_topic_score_gemma":0.0005365689,"domain_scores_codex":[0.9976282,0.00008967784,0.0004303229,0.0006889435,0.0004728757,0.0006900346],"domain_scores_gemma":[0.9989202,0.0001176777,0.00002035026,0.0005776633,0.00005353506,0.0003105635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004469497,0.0001952646,0.02182147,0.0003353486,0.00009801875,0.0004122427,0.0003461146,0.00000734976,0.004054877,0.001415106,0.9698262,0.001443335],"study_design_scores_gemma":[0.001126052,0.0002390024,0.009339944,0.0005391064,0.00009277157,0.0001991822,0.0003555738,0.0002609719,0.001133419,0.0001433797,0.9862987,0.0002718325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1949022,0.002071447,0.0001476743,0.7964644,0.0006740437,0.002035803,0.00001572539,0.001000052,0.002688685],"genre_scores_gemma":[0.940109,0.00004370628,0.03960228,0.00393507,0.0007777198,0.0002147492,0.00008680083,0.0001094422,0.01512127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7925293,"threshold_uncertainty_score":0.9999466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318489743834019,"score_gpt":0.2842775499180061,"score_spread":0.2710926524796659,"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."}}