{"id":"W4313237931","doi":"10.1002/ehf2.14257","title":"Heart Failure: An Update from the Last Years and a Look at the Near Future","year":2022,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Ejection fraction; Spironolactone; Furosemide; Cardiology; Internal medicine; Acute decompensated heart failure; Randomized controlled trial; Empagliflozin; Aldosterone; Diabetes mellitus; Endocrinology","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":[0.004021724,0.001140974,0.003476217,0.004623767,0.0006156878,0.00399272,0.00151944,0.003678235,0.008198891],"category_scores_gemma":[0.01143416,0.0004692356,0.001428129,0.005698427,0.001238321,0.007332858,0.001879347,0.005499147,0.002980249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067696,"about_ca_system_score_gemma":0.002858083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002822624,"about_ca_topic_score_gemma":0.008210932,"domain_scores_codex":[0.9982583,0.0003814305,0.0004489149,0.0002252628,0.000568514,0.0001176408],"domain_scores_gemma":[0.9859657,0.006531384,0.00171263,0.0002755201,0.004108452,0.001406286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002466781,0.00006351393,0.001156189,0.01144052,0.0002073576,0.0002543107,0.0001229681,0.0002042281,0.0002057767,0.002161507,0.2816134,0.7023236],"study_design_scores_gemma":[0.00005274668,0.000109413,0.003021149,0.01392377,0.000308069,0.001274978,0.0002776303,0.0001271072,0.00005559673,0.001656355,0.9791408,0.00005228232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001833616,0.9770048,0.0001402812,0.01551209,0.006162728,0.000005713589,0.0001567039,0.00003635148,0.0007979195],"genre_scores_gemma":[0.001414985,0.9706662,0.0004962265,0.01070202,0.01562913,0.00001800723,0.0003233564,0.00001683499,0.0007331103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008198891,"threshold_uncertainty_score":0.02742803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02257984468284983,"score_gpt":0.2872288061265338,"score_spread":0.264648961443684,"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."}}