{"id":"W4304759237","doi":"10.1016/j.jchf.2022.08.012","title":"Hemodynamically-Guided Management of Heart Failure Across the Ejection Fraction Spectrum","year":2022,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Université de Montréal","funders":"Abbott Laboratories","keywords":"Ejection fraction; Heart failure; Cardiology; Fraction (chemistry); Internal medicine; Spectrum (functional analysis); Medicine; Physics; Chemistry","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":[0.001308007,0.0004772732,0.001029227,0.0003040359,0.0002327006,0.0003825907,0.0003455898,0.000675144,0.001580053],"category_scores_gemma":[0.001843709,0.0001652516,0.0008379191,0.0002926119,0.0003702092,0.0002652743,0.0002803665,0.0009641263,0.0001421556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003441008,"about_ca_system_score_gemma":0.0005522281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005759644,"about_ca_topic_score_gemma":0.001745226,"domain_scores_codex":[0.9991804,0.0004451318,0.00007124466,0.0001294355,0.00009795916,0.00007587774],"domain_scores_gemma":[0.9990396,0.0003225904,0.0003553728,0.0000506817,0.00004997872,0.0001816928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5822608,0.02094761,0.1018027,0.00308392,0.006181925,0.000169799,0.0001550756,0.00187182,0.00746008,0.0008082343,0.006210268,0.2690478],"study_design_scores_gemma":[0.5971712,0.1961099,0.1916458,0.0006324547,0.005018611,0.0003782954,0.0001319948,0.001843884,0.002238286,0.000891331,0.003893562,0.00004459427],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837466,0.01152521,0.0004340546,0.00105749,0.0003291889,0.0005072505,0.0003060624,0.00002679572,0.00206742],"genre_scores_gemma":[0.9939181,0.002637295,0.0009673776,0.000979049,0.0005420413,0.0004131266,0.0002551377,0.000002515911,0.0002853156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001580053,"threshold_uncertainty_score":0.006917477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330673642598354,"score_gpt":0.2865165764036257,"score_spread":0.2732098399776421,"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."}}