{"id":"W4399066844","doi":"10.1002/ehf2.14857","title":"2024 Update in Heart Failure","year":2024,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"European Society of Cardiology","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Heart failure with preserved ejection fraction; Cardiology; Regimen; Kidney disease; Semaglutide; Acute decompensated heart failure; Furosemide; Intensive care medicine; Diabetes mellitus; Type 2 diabetes; 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":[0.002582326,0.001112371,0.001662535,0.005206695,0.0006901454,0.003583831,0.001774677,0.003536663,0.1239633],"category_scores_gemma":[0.01056312,0.0003731554,0.001204627,0.003151423,0.0003939887,0.002925214,0.002323896,0.00309117,0.0869367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015766,"about_ca_system_score_gemma":0.002876716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002884715,"about_ca_topic_score_gemma":0.006262954,"domain_scores_codex":[0.9982495,0.0004035897,0.000290131,0.0001188081,0.0007537506,0.0001842611],"domain_scores_gemma":[0.9938644,0.001102337,0.0006170752,0.0002032311,0.003216507,0.0009964061],"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":[0.00004729599,0.00001549594,0.0001648573,0.00117479,0.00001922953,0.00006350312,0.00001784701,0.00003174067,0.00006937675,0.0006903214,0.8164655,0.1812401],"study_design_scores_gemma":[0.00001929993,0.00002014228,0.0004151302,0.001414123,0.00001771309,0.00011537,0.000009613307,0.00001766757,0.00001491906,0.0002611996,0.9976894,0.000005488269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008182698,0.4710595,0.002170905,0.08956293,0.1677239,0.0004164221,0.01881398,0.002250667,0.2471835],"genre_scores_gemma":[0.00628992,0.4766044,0.005180704,0.08082672,0.1779292,0.0007609983,0.04262827,0.0006195753,0.2091603],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1239633,"threshold_uncertainty_score":0.4146984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02898828915821547,"score_gpt":0.335034909388883,"score_spread":0.3060466202306676,"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."}}