{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007808624,0.0008572785,0.001885047,0.000111192,0.0009865636,0.0003044518,0.0004492315,0.0004318935,0.007286773],"category_scores_gemma":[0.00005378641,0.0004729504,0.000753728,0.0005937933,0.0003272863,0.0001646504,0.0007973275,0.001578969,0.001666832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002901072,"about_ca_system_score_gemma":0.0004533584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002323689,"about_ca_topic_score_gemma":0.001667889,"domain_scores_codex":[0.9958119,0.0008400094,0.0005974129,0.001122416,0.0008623101,0.0007658918],"domain_scores_gemma":[0.9969257,0.0004255489,0.0001919214,0.001998249,0.00003970948,0.0004189233],"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":[0.00002406122,0.0001038034,0.000237019,0.0006945091,0.0005344697,0.0001078925,0.0003673045,3.83327e-7,0.000001068483,0.0001146661,0.8799601,0.1178547],"study_design_scores_gemma":[0.0007503456,0.000253047,0.0002911286,0.001074925,0.001946826,0.0003316899,0.0006331787,0.000003419927,4.889171e-7,0.00001654064,0.9942487,0.000449641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004822825,0.8820621,0.000001891043,0.1128537,0.0005877028,0.00342955,0.00028315,0.0002023424,0.00009729459],"genre_scores_gemma":[0.00002886719,0.9772131,0.005127671,0.007313484,0.002992114,0.0007824011,0.002561625,0.0002643263,0.003716419],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1174051,"threshold_uncertainty_score":0.9997722,"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."}}