{"id":"W3048861369","doi":"10.1016/j.jchf.2020.05.013","title":"In-Hospital Therapy for Heart Failure With Reduced Ejection Fraction in the United States","year":2020,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Group for Research in Decision Analysis","funders":"Bristol-Myers Squibb","keywords":"Diuretic; Medicine; Discontinuation; Ejection fraction; Heart failure; Loop diuretic; Internal medicine; Cardiology; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003075891,0.0002631644,0.0003869503,0.0002454528,0.0001091758,0.00006557018,0.00008250575,0.0001391043,0.0001403442],"category_scores_gemma":[0.00005910214,0.000169384,0.0001102687,0.001003065,0.00004125061,0.000275573,0.0000167731,0.000391979,0.00006981628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145772,"about_ca_system_score_gemma":0.00008035492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004056458,"about_ca_topic_score_gemma":0.000309893,"domain_scores_codex":[0.9984016,0.0001277522,0.0003036789,0.00043341,0.0003296555,0.000403934],"domain_scores_gemma":[0.9992922,0.0001385503,0.00005779966,0.0002878719,0.00009591079,0.0001276815],"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":[0.001529824,0.001073322,0.06063848,0.0001473022,0.0001418831,0.00006122756,0.004206623,0.0001847705,0.004783006,0.0001965977,0.9265886,0.0004483386],"study_design_scores_gemma":[0.004878918,0.002827625,0.01838769,0.00008359137,0.0000429233,0.00001835681,0.005688147,0.0005941676,0.001549176,0.0000585529,0.9656659,0.000204964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5450025,0.00003092338,0.0001730916,0.4524252,0.00005887311,0.002190457,0.000004990689,0.00007504901,0.00003890015],"genre_scores_gemma":[0.9746454,0.00004198926,0.00914412,0.01476197,0.0004147717,0.0005418442,0.0002771023,0.00004898881,0.0001238605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4376632,"threshold_uncertainty_score":0.6907278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613948768469039,"score_gpt":0.2772941702199354,"score_spread":0.261154682535245,"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."}}