{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003263714,0.001215493,0.003012988,0.005856967,0.0004596565,0.002422999,0.001689133,0.001501304,0.002971976],"category_scores_gemma":[0.005016759,0.0004704527,0.001395903,0.006028251,0.001543069,0.003776421,0.001326371,0.003456806,0.0013139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002010234,"about_ca_system_score_gemma":0.00441319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004111198,"about_ca_topic_score_gemma":0.00696656,"domain_scores_codex":[0.9989715,0.0002932163,0.000278317,0.0001360206,0.0002617892,0.00005924949],"domain_scores_gemma":[0.9973094,0.001299341,0.0005395667,0.00006172611,0.0006544436,0.0001355109],"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":[0.0001216958,0.00007581276,0.0007670616,0.05002358,0.0002709049,0.0001149262,0.0002537721,0.0004263453,0.0003269483,0.007239332,0.05721106,0.8831686],"study_design_scores_gemma":[0.00006228302,0.000156494,0.004018295,0.07685035,0.0006850188,0.00185503,0.0006029755,0.000390703,0.000111586,0.01078597,0.9043962,0.00008500877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004602357,0.9984285,0.00007547313,0.0009367883,0.0003219461,0.00000563717,0.00001400382,0.00000412246,0.0001674961],"genre_scores_gemma":[0.000308435,0.998445,0.0001638739,0.0005167632,0.0004390282,0.000008821447,0.00002184475,0.000001682968,0.00009460246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005856967,"threshold_uncertainty_score":0.01726037,"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."}}