{"id":"W4361190273","doi":"10.1002/ejhf.2831","title":"Health Status Across Major Subgroups of Patients with Heart Failure and Preserved Ejection Fraction","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Eli Lilly and Company; Boehringer Ingelheim","keywords":"Medicine; Internal medicine; Heart failure; Atrial fibrillation; Ejection fraction; Diabetes mellitus; Cardiology; Body mass index","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":[0.00108534,0.0001612112,0.0005214568,0.0002194521,0.000161563,0.00003578293,0.00004484256,0.00004243557,0.00005232177],"category_scores_gemma":[0.0001063414,0.0001142685,0.0002398856,0.0004296402,0.00007155789,0.0002452353,0.00003919595,0.0004684803,0.00003029413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007041709,"about_ca_system_score_gemma":0.0001009167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004884795,"about_ca_topic_score_gemma":0.00004809355,"domain_scores_codex":[0.9979536,0.0004266911,0.0005085662,0.0001910536,0.0006026536,0.0003174123],"domain_scores_gemma":[0.9986771,0.00004213656,0.0003211994,0.0002345668,0.0003988309,0.0003262149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006595245,0.00009803389,0.9281997,0.0001316616,0.0001935441,0.00002132426,0.0002239816,0.00004802793,0.0006132012,9.394383e-7,0.06925764,0.0005524258],"study_design_scores_gemma":[0.002958363,0.001314455,0.7322292,0.0001692894,0.0000541159,0.00009963224,0.0009630834,0.000006544292,0.0001827636,8.95674e-7,0.2619464,0.00007532027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930339,0.0002045761,0.0002643825,0.005851905,0.0002828487,0.0002681352,0.00002575578,0.0000479984,0.00002049034],"genre_scores_gemma":[0.9975006,0.00009876661,0.001740212,0.0001907933,0.0002507009,7.283722e-7,0.00004289831,0.00004878626,0.0001265318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1959705,"threshold_uncertainty_score":0.4659735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123904520702347,"score_gpt":0.2540013552978048,"score_spread":0.2427623100907814,"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."}}