{"id":"W4385694229","doi":"10.1016/j.jchf.2023.06.020","title":"Age, Sex, and Outcomes in Heart Failure With Reduced EF","year":2023,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"Merck Sharp and Dohme; Bayer","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Proportional hazards model; Clinical endpoint; Cardiac resynchronization therapy; Cardiology; Clinical trial","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000408003,0.0003771696,0.0007967959,0.0004825426,0.0001286771,0.0000772328,0.00007735934,0.0001902516,0.0002318065],"category_scores_gemma":[0.00007339923,0.0002764122,0.0001180401,0.0008536455,0.00009945833,0.000184261,0.0001153577,0.0003773566,0.0006133312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008491699,"about_ca_system_score_gemma":0.0001029359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001987226,"about_ca_topic_score_gemma":0.00103394,"domain_scores_codex":[0.9977576,0.00009219946,0.0003563038,0.0006317084,0.0004625544,0.000699668],"domain_scores_gemma":[0.9988942,0.0001319072,0.00004061179,0.0005597778,0.00004648155,0.0003270719],"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":[0.00008754486,0.0002304708,0.4843006,0.0001855382,0.0001768284,0.0006418166,0.0006852016,0.000008858078,0.003338617,0.0002002066,0.5091837,0.0009606079],"study_design_scores_gemma":[0.003097278,0.0003891618,0.3477155,0.0001763914,0.00008399665,0.0000968054,0.000990701,0.00003769304,0.0006986933,0.00005571428,0.6463774,0.0002805737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7876013,0.00003634264,0.000005798639,0.2101494,0.00007418805,0.0012171,0.000007444133,0.0003992125,0.0005092188],"genre_scores_gemma":[0.9648609,0.00002232008,0.01766645,0.002359296,0.0001588613,0.0002174538,0.0001028803,0.00008169186,0.01453022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2077901,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724899093040261,"score_gpt":0.2838687993994639,"score_spread":0.2666198084690612,"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."}}