{"id":"W4399982782","doi":"10.1002/ejhf.3352","title":"Geographical Variation in Patient Characteristics and Outcomes in Heart Failure with Mildly Reduced and Preserved Ejection Fraction","year":2024,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Cilag; Relypsa; National Medical Research Council; Medical Research Council; American Regent; National Heart, Lung, and Blood Institute; Sun Pharma; MyoKardia; Novo Nordisk; Daiichi-Sankyo; University of Glasgow; Ironwood Pharmaceuticals, Incorporated; National Institutes of Health; Regeneron Pharmaceuticals; AstraZeneca; Amarin Corporation; Sanofi Pasteur; Celladon Corporation; Amgen; European Society of Cardiology; Boston Scientific Corporation; Esperion Therapeutics; Alnylam Pharmaceuticals; Daiichi Sankyo Europe; Servier; Bayer; Gilead Sciences; British Heart Foundation; Cytokinetics; Brigham and Women's Hospital; Sanofi; Vifor Pharma; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Ejection fraction; Heart failure; Cardiology; Internal medicine; Fraction (chemistry); Variation (astronomy)","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":[0.002303743,0.0001709986,0.000399707,0.0005818354,0.0002268808,0.000449807,0.0003070775,0.0003361534,0.001117408],"category_scores_gemma":[0.004941337,0.000129365,0.0005239223,0.0008929052,0.0003869326,0.0003047957,0.0004422303,0.000257822,0.000132194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224386,"about_ca_system_score_gemma":0.0002244831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002709592,"about_ca_topic_score_gemma":0.002482277,"domain_scores_codex":[0.9982286,0.00103627,0.0001938757,0.0002854072,0.0001556012,0.0001001831],"domain_scores_gemma":[0.9964811,0.001046905,0.001664477,0.000375736,0.0002101967,0.0002215974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003477233,0.00003395759,0.9967644,0.00002428206,0.0004197062,0.00004402451,0.000069156,0.0002520855,0.0002304369,0.00005568097,0.00009341238,0.00166506],"study_design_scores_gemma":[0.00002051053,0.0001110348,0.9992267,0.000005483788,0.00005486542,0.00009615738,0.00008563286,0.0002024651,0.00003613255,0.00004131727,0.0001161522,0.00000355095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998333,0.000580829,0.0002639152,0.00006633842,0.000004826496,0.00001301505,0.0003748913,0.000003274291,0.0003597625],"genre_scores_gemma":[0.9994804,0.00009077098,0.00006143284,0.00002062239,0.000004766712,0.00001136642,0.0002981402,9.371507e-7,0.00003155275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002709592,"threshold_uncertainty_score":0.01218355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009803590265533456,"score_gpt":0.2401239193273112,"score_spread":0.2303203290617778,"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."}}