{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002729803,0.0003582153,0.0004033443,0.000147889,0.0005011956,0.0003191693,0.00009349266,0.0001486408,0.0003266358],"category_scores_gemma":[0.00006272396,0.0002126246,0.0002201431,0.0003069787,0.0001970986,0.0001829104,0.0001339227,0.000432304,0.0006314074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002455577,"about_ca_system_score_gemma":0.000157525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007310888,"about_ca_topic_score_gemma":0.0006105592,"domain_scores_codex":[0.9980217,0.0000914718,0.0003256784,0.0005394751,0.0003918862,0.000629831],"domain_scores_gemma":[0.9988498,0.0002627138,0.00002294527,0.0005266659,0.00005906143,0.0002788021],"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":[0.00002768558,0.0001057984,0.0115867,0.0003427216,0.0003549772,0.00004380413,0.0002382156,0.000002670005,0.003980598,0.006524228,0.9728999,0.003892662],"study_design_scores_gemma":[0.0006424442,0.0003889278,0.0115143,0.0004286607,0.0002106706,0.0001426392,0.0003432446,0.0005603452,0.000854025,0.0003742178,0.9843232,0.0002172936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1957386,0.03811749,0.0002115993,0.76177,0.0007196839,0.002101923,0.00002488615,0.0009222675,0.0003935646],"genre_scores_gemma":[0.9844176,0.00055312,0.003536878,0.000680292,0.0008586015,0.0002546239,0.00005516579,0.00006610871,0.009577625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.788679,"threshold_uncertainty_score":0.8670579,"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."}}