{"id":"W3136527868","doi":"10.1136/bmj.n461","title":"Age dependent associations of risk factors with heart failure: pooled population based cohort study","year":2021,"lang":"en","type":"review","venue":"BMJ","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":230,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; Prothena; Eisai; Cytokinetics; Ironwood Pharmaceuticals, Incorporated; National Institutes of Health; Regeneron Pharmaceuticals; Aetna Foundation; Boston Scientific Corporation; School of Medicine, Boston University; Vifor Pharma; Evans Medical Foundation; U.S. Department of Health and Human Services; Kowa Company; United Therapeutics Corporation; NHLBI Division of Intramural Research; Menarini Group; Novo Nordisk; MyoKardia; Abbott Diagnostics; Nierstichting; Bayer; Gilead Sciences; Pfizer; Heart and Stroke Foundation of Canada; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb; Edwards Lifesciences; Amgen; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; American Heart Association","keywords":"Medicine; Heart failure; Hazard ratio; Internal medicine; Framingham Risk Score; Population; Framingham Heart Study; Ejection fraction; Diabetes mellitus; Cohort study; Myocardial infarction; Cohort; Cardiology; Relative risk; Confidence interval; Disease; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005890038,0.0003588063,0.002113316,0.0002405285,0.00007967646,0.00002766364,0.00006583455,0.0001693615,0.0002011184],"category_scores_gemma":[0.0002385063,0.0002431009,0.0004214456,0.0003996537,0.00001154522,0.00003902235,0.00003975391,0.0002563053,0.00002367999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003580411,"about_ca_system_score_gemma":0.0003023515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161075,"about_ca_topic_score_gemma":0.001653441,"domain_scores_codex":[0.9974782,0.0004414275,0.0007206846,0.0004191243,0.0007265263,0.0002140505],"domain_scores_gemma":[0.9984033,0.0002314391,0.0005301407,0.0006122202,0.0001133472,0.0001095503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000826117,0.00120043,0.9754329,0.001615311,0.002926562,0.0001104513,0.00007828284,0.000008069621,7.757847e-8,0.00001244549,0.00689553,0.01171165],"study_design_scores_gemma":[0.001362264,0.0004020603,0.5446216,0.00357967,0.01993247,0.000005552798,0.0002185078,0.000003016889,8.467724e-7,0.00000115727,0.4295631,0.0003097427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02232535,0.9374374,0.0002533825,0.001287827,0.0005458957,0.03643142,0.0005793576,0.0003571624,0.0007822096],"genre_scores_gemma":[0.1530098,0.7962309,0.01454381,0.0001699463,0.0008554548,0.00317895,0.02705744,0.0004319524,0.004521751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4308113,"threshold_uncertainty_score":0.9913368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04780153618798919,"score_gpt":0.3589373489826695,"score_spread":0.3111358127946804,"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."}}