{"id":"W4405497063","doi":"10.1016/j.jacadv.2024.101451","title":"Novel Therapies to Reduce Rehospitalization Risk in Worsening Heart Failure","year":2024,"lang":"en","type":"article","venue":"JACC Advances","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ted Rogers Centre for Heart Research; University of Toronto","funders":"","keywords":"Heart failure; Medicine; Intensive care medicine; Cardiology; Internal 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":[0.0001434079,0.000116668,0.000165502,0.000188207,0.00004203402,0.00004394722,0.00003374447,0.0000339593,0.00007989536],"category_scores_gemma":[0.00005628409,0.00009006725,0.00004743901,0.0004528084,0.00001570065,0.0002456838,0.00002363187,0.00009778264,0.0001093916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006743529,"about_ca_system_score_gemma":0.00002411912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004512614,"about_ca_topic_score_gemma":0.0001871271,"domain_scores_codex":[0.9992164,0.00001668868,0.0001618253,0.0002653928,0.000156765,0.0001828922],"domain_scores_gemma":[0.9997059,0.00004485635,0.0000178033,0.0001477169,0.00002164045,0.00006206695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007290351,0.0009589146,0.1484998,0.001024234,0.0005647907,0.0003168362,0.02212768,0.002812252,0.06623984,0.008891453,0.1416853,0.6061499],"study_design_scores_gemma":[0.0005202441,0.0002569232,0.01242369,0.0004798876,0.00004335057,0.0000112612,0.001181276,0.0002765684,0.001253093,0.0003874524,0.9830323,0.0001338999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8630087,0.01411153,0.02146922,0.09514958,0.0009835084,0.00187248,0.0000118737,0.0006299988,0.002763081],"genre_scores_gemma":[0.9179015,0.0004326606,0.07817416,0.0004199236,0.0002576672,0.0001030587,0.00001771902,0.00002749965,0.002665838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.841347,"threshold_uncertainty_score":0.3672836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252041526384029,"score_gpt":0.3041637549272156,"score_spread":0.2916433396633753,"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."}}