{"id":"W4381056686","doi":"10.1016/j.cardfail.2023.04.015","title":"Classification of Heart Failure Events by Severity: Insights From the VICTORIA Trial","year":2023,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"National Institutes of Health; Servier; Impulse Dynamics; National Heart, Lung, and Blood Institute; LivaNova; Verily Life Sciences; Novo Nordisk; Cytokinetics; American Heart Association; American Regent; Sanofi; Patient-Centered Outcomes Research Institute; AstraZeneca; Bristol-Myers Squibb; Amgen","keywords":"Medicine; Heart failure; Placebo; Clinical endpoint; Clinical trial; Ejection fraction; Internal medicine; Adverse effect; Randomized controlled trial; Emergency medicine; Alternative 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":[],"consensus_categories":[],"category_scores_codex":[0.0004829691,0.000181098,0.0006454465,0.0001404938,0.00008199095,0.00002528659,0.000149302,0.0001505044,0.00007494463],"category_scores_gemma":[0.0001480603,0.0001109512,0.0005395396,0.0004676088,0.00004438433,0.0001824231,0.00004856412,0.0003228762,0.00007698336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008001775,"about_ca_system_score_gemma":0.0001600419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002903337,"about_ca_topic_score_gemma":0.00001435656,"domain_scores_codex":[0.9979576,0.0002211759,0.0006141592,0.0001704669,0.0008372392,0.0001993989],"domain_scores_gemma":[0.99862,0.0002305516,0.0003584409,0.0003748582,0.0002643237,0.0001518707],"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":[0.00189712,0.0001293365,0.009362604,0.00002262511,0.0007573242,0.000008364488,0.0004190822,0.00000171518,0.01384932,0.00008249956,0.9727987,0.0006713183],"study_design_scores_gemma":[0.009664089,0.0004635246,0.0440333,0.0001324238,0.0005699823,0.000005574167,0.001001826,0.00001010622,0.001096452,0.0002233393,0.9427019,0.00009747056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060547,0.0007216988,0.00003562795,0.08928603,0.002603455,0.0009762509,0.00005586367,0.00004835855,0.0002179882],"genre_scores_gemma":[0.9948903,0.0001959193,0.001187912,0.0002332863,0.002782474,0.00001962324,0.0001129245,0.00002857846,0.0005489392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08905274,"threshold_uncertainty_score":0.4524458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739503032533348,"score_gpt":0.2747934184661592,"score_spread":0.2573983881408257,"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."}}