{"id":"W4317797124","doi":"10.1016/j.jacc.2022.11.023","title":"Worsening Heart Failure: Nomenclature, Epidemiology, and Future Directions","year":2023,"lang":"en","type":"review","venue":"Journal of the American College of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":273,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Canadian VIGOUR Centre; University of Alberta","funders":"Bayer","keywords":"Medicine; Heart failure; Intensive care medicine; Clinical trial; Epidemiology; Disease; 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":[0.001283053,0.0003162922,0.005060873,0.0004659395,0.00009900828,0.0000026813,0.0001960591,0.0002011017,0.000006672478],"category_scores_gemma":[0.0004269819,0.0001712802,0.001558582,0.0009159988,0.0005236227,0.00002990947,0.0001696414,0.0008147692,0.000006849252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001405143,"about_ca_system_score_gemma":0.0003477038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007178796,"about_ca_topic_score_gemma":0.000005907855,"domain_scores_codex":[0.9971842,0.00101261,0.001074627,0.000233581,0.000176379,0.0003186553],"domain_scores_gemma":[0.9967359,0.001011106,0.001542516,0.0004179243,0.0001330989,0.0001594168],"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":[0.0002056297,0.00006436524,0.003184876,0.005119469,0.01221473,0.0006500807,0.00004012019,0.000006399127,0.000003433611,0.001270219,0.603295,0.3739457],"study_design_scores_gemma":[0.0003007354,0.0005109212,0.0009809785,0.002016508,0.00364001,0.005593535,0.0001499629,4.010062e-7,1.482165e-7,0.0001019829,0.9865908,0.0001139998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001262147,0.9765515,0.00001806342,0.02122571,0.001092935,0.0006387752,0.00006406751,0.00001956503,0.0002631481],"genre_scores_gemma":[0.00005614342,0.9920713,0.004417466,0.0002521178,0.002333455,0.00002106515,0.000004776396,0.00004136187,0.0008023561],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3832959,"threshold_uncertainty_score":0.6984602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04609590357427062,"score_gpt":0.3538342439317887,"score_spread":0.3077383403575181,"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."}}