{"id":"W4402843945","doi":"10.1002/ehf2.14966","title":"The Chronic Heart Failure Evolutions: Different Fates and Routes","year":2024,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Ministero della Salute","keywords":"Atrial fibrillation; Heart failure; Medicine; Ejection fraction; Cardiology; Internal medicine; Survival analysis","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":[0.001440947,0.000291549,0.0003312025,0.00178579,0.000312673,0.001340019,0.0002767275,0.0002808842,0.00193154],"category_scores_gemma":[0.00468012,0.0001417801,0.0005933368,0.001228696,0.0005166563,0.0008432391,0.0007893099,0.0003568711,0.0002500508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005078246,"about_ca_system_score_gemma":0.0003916867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003193679,"about_ca_topic_score_gemma":0.002858726,"domain_scores_codex":[0.9992629,0.0003283012,0.0000611974,0.0001851425,0.0000859253,0.0000765723],"domain_scores_gemma":[0.9974365,0.00120224,0.0006490018,0.0002708021,0.0002994977,0.0001420445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002624003,0.0000490345,0.9607708,0.00006378371,0.000202739,0.0001330412,0.0006113143,0.006865464,0.001029145,0.00252325,0.0004123553,0.02707672],"study_design_scores_gemma":[0.0000245118,0.0001624484,0.922489,0.00006820753,0.0001109434,0.000515287,0.001291554,0.06148294,0.0006544418,0.01120701,0.001943771,0.00004976535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862812,0.0004511391,0.0103929,0.0001859481,0.000009115186,0.00004381749,0.001532509,0.00004704325,0.001056329],"genre_scores_gemma":[0.9956274,0.0001335543,0.002774682,0.00001422605,0.000007814615,0.00002870941,0.001184349,0.00001163724,0.0002175262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003193679,"threshold_uncertainty_score":0.007620513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00942163268154731,"score_gpt":0.2588798405400033,"score_spread":0.249458207858456,"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."}}