{"id":"W4378700936","doi":"10.1016/j.jacc.2023.03.426","title":"Uptitrating Treatment After Heart Failure Hospitalization Across the Spectrum of Left Ventricular Ejection Fraction","year":2023,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"Medical Research Council; Servier; Impulse Dynamics; Novo Nordisk; ReCor Medical; National Medical Research Council; Cytokinetics; Strong; Vifor Pharma; Pfizer; LivaNova; Boston Scientific Corporation; Eli Lilly and Company; AstraZeneca; Edwards Lifesciences; Amgen; Sanofi; American Heart Association; Abbott Vascular; Abbott Laboratories","keywords":"Medicine; Ejection fraction; Cardiology; Internal medicine; Heart failure","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":[0.0004330453,0.000163615,0.0005342235,0.0005671297,0.0005978916,0.0007956158,0.0003049975,0.0005565088,0.002342337],"category_scores_gemma":[0.002543941,0.00006895724,0.0006455339,0.0005664436,0.000212861,0.0004691609,0.0004358056,0.001008467,0.0001949804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005598646,"about_ca_system_score_gemma":0.0009412707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003771013,"about_ca_topic_score_gemma":0.01451525,"domain_scores_codex":[0.9992715,0.0001880214,0.00008891568,0.00008549404,0.0001372933,0.0002288539],"domain_scores_gemma":[0.9984148,0.0002841645,0.0005267287,0.00004887305,0.0001554474,0.0005699946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002019643,0.001312945,0.9197915,0.0001455262,0.0004392039,0.0004294076,0.0001954527,0.0002038133,0.001133937,0.0003431818,0.003228591,0.07075674],"study_design_scores_gemma":[0.0001130855,0.0006393363,0.9961743,0.0001251661,0.0001399056,0.0003474026,0.0003812183,0.0003148921,0.0001446926,0.0002650828,0.001342534,0.00001241587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724731,0.007093927,0.0003640203,0.003661824,0.0004309066,0.00005177335,0.0003876388,0.00002516692,0.01551162],"genre_scores_gemma":[0.9956209,0.001421816,0.0002153736,0.001329469,0.0003831747,0.00002222827,0.0004757555,0.000005318935,0.0005260458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003771013,"threshold_uncertainty_score":0.007835925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008671909957923376,"score_gpt":0.2755987487144915,"score_spread":0.2669268387565681,"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."}}