{"id":"W3107269508","doi":"10.1002/ehf2.13124","title":"Heart Failure in the Last Year: Progress and Perspective","year":2020,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Hazard ratio; Empagliflozin; Cardiology; Clinical endpoint; Enalapril; Valsartan; Placebo; Confidence interval; Clinical trial; Diabetes mellitus; Angiotensin-converting enzyme; Type 2 diabetes","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":[],"category_scores_codex":[0.0004536575,0.0007107236,0.002148901,0.0003110963,0.0001411825,0.0001531506,0.0002183722,0.0004218889,0.0002061282],"category_scores_gemma":[0.0001002871,0.0004422981,0.0005352875,0.0008688746,0.0002054748,0.0001168353,0.0001847871,0.001249814,0.0007826534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000258098,"about_ca_system_score_gemma":0.0003932367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005223594,"about_ca_topic_score_gemma":0.0003171026,"domain_scores_codex":[0.9969263,0.0004154679,0.0005498957,0.0009128597,0.00057811,0.000617332],"domain_scores_gemma":[0.9986523,0.0001704869,0.0001104017,0.0006913252,0.0000826022,0.0002929243],"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":[0.00003989424,0.0005033505,0.001868348,0.01137911,0.0006904498,0.0007212202,0.002224471,8.279145e-8,8.308307e-7,0.003227053,0.8665386,0.1128066],"study_design_scores_gemma":[0.0008397194,0.0003769824,0.0002223609,0.005062068,0.0008677787,0.0005125093,0.002058095,0.000001318051,4.216581e-7,0.00002989726,0.9896635,0.0003653559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000311104,0.8583812,0.000001592297,0.1366392,0.00009487718,0.004161439,0.00002885875,0.0001363116,0.0005254288],"genre_scores_gemma":[0.0006534824,0.9792657,0.01333637,0.002374065,0.001572266,0.001287276,0.0002523584,0.0002298619,0.001028654],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1342651,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638476566543299,"score_gpt":0.326654741516228,"score_spread":0.300269975850795,"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."}}