{"id":"W4386594093","doi":"10.1016/j.disamonth.2023.101634","title":"Heart Failure: Recent Advances and Breakthroughs","year":2023,"lang":"en","type":"article","venue":"Disease-a-Month","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital","funders":"","keywords":"Heart failure; Risk stratification; Ejection fraction; Medicine; Intensive care medicine; Pharmacotherapy; Medical therapy; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007604988,0.0009630669,0.002318398,0.001633408,0.0006327827,0.004082998,0.001084149,0.002504798,0.00661164],"category_scores_gemma":[0.009241038,0.0002881555,0.001054,0.002729564,0.001792795,0.005575559,0.001681953,0.005536041,0.001812623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001965389,"about_ca_system_score_gemma":0.004056897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00202711,"about_ca_topic_score_gemma":0.005078851,"domain_scores_codex":[0.9985383,0.0003512481,0.000243373,0.000245816,0.0004031545,0.0002181134],"domain_scores_gemma":[0.9859103,0.007293363,0.001461104,0.0003411853,0.002878014,0.002115963],"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":[0.0007971986,0.000310203,0.003558841,0.007849863,0.0002157589,0.0001704859,0.0002238071,0.0003464584,0.0005158455,0.01123221,0.07542123,0.8993581],"study_design_scores_gemma":[0.0003239533,0.0008655816,0.01441167,0.01156792,0.0006644503,0.001160904,0.001318487,0.00104535,0.0004401435,0.01993499,0.9481417,0.0001248545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007700978,0.9691593,0.0003228553,0.02585126,0.002328488,0.000005323055,0.00006942378,0.00002379352,0.001469422],"genre_scores_gemma":[0.01292715,0.9610513,0.001284302,0.009154772,0.01440928,0.00001618035,0.0001764627,0.00001625031,0.0009643604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007604988,"threshold_uncertainty_score":0.04021949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639010841014181,"score_gpt":0.2875438484293329,"score_spread":0.2711537400191911,"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."}}