{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006728297,0.001303319,0.003967305,0.001324958,0.0001030683,0.000204636,0.0002741948,0.0009831203,0.003034981],"category_scores_gemma":[0.00007031861,0.0009580688,0.001564745,0.001770908,0.0001083398,0.0001853883,0.0003590655,0.002183966,0.02583857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00057404,"about_ca_system_score_gemma":0.0008380737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008763056,"about_ca_topic_score_gemma":0.0004495325,"domain_scores_codex":[0.9949497,0.0002770022,0.001310957,0.001512784,0.0007597365,0.001189805],"domain_scores_gemma":[0.9977836,0.0001054483,0.0001215668,0.00136585,0.00007059911,0.0005529228],"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":[0.000009543686,0.0001869574,0.00005827294,0.02254993,0.0004796102,0.0006659147,0.00004694887,2.200982e-7,0.000001382797,0.0004068144,0.924839,0.05075543],"study_design_scores_gemma":[0.0006615082,0.0001925225,0.000008346426,0.02855859,0.002985898,0.000522712,0.00006500314,0.000004471318,0.000001823142,0.00005755854,0.9662198,0.0007217781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006199199,0.9238785,0.000004483865,0.07022205,0.0009751538,0.003488461,0.00007827525,0.000414558,0.0009323462],"genre_scores_gemma":[0.00001717789,0.9545918,0.01214075,0.001255622,0.001255664,0.000748363,0.0007165288,0.0003167071,0.02895736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06896643,"threshold_uncertainty_score":0.9999719,"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."}}