{"id":"W4386594957","doi":"10.1016/s2213-8587(23)00223-1","title":"Life expectancy associated with different ages at diagnosis of type 2 diabetes in high-income countries: 23 million person-years of observation","year":2023,"lang":"en","type":"article","venue":"The Lancet Diabetes & Endocrinology","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":211,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norwegian Institute of Public Health; Faculty of Medicine and Health, University of Sydney; Economic and Social Research Council; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Biogen; Agency for Healthcare Research and Quality; National Institutes of Health; National Health and Medical Research Council; Dementias Platform UK; AstraZeneca; Baker Heart and Diabetes Institute; Hjartavernd; Wellcome Trust; Universität Innsbruck; Terveyden ja hyvinvoinnin laitos; Medizinische Universität Innsbruck; Lunds Universitet; Faculty of Health and Medical Sciences, University of Western Australia; Oulun Yliopisto; Hirosaki University; Göteborgs Universitet; Sahlgrenska Universitetssjukhuset; Netherlands Heart Institute; Universitair Medisch Centrum Groningen; Österreichische Forschungsförderungsgesellschaft; Novo Nordisk; Gentofte Hospital; Rijksinstituut voor Volksgezondheid en Milieu; Massachusetts Medical Society; Yonsei University; Det Sundhedsvidenskabelige Fakultet, Københavns Universitet; Universiteit Utrecht; Rijksuniversiteit Groningen; St. George's, University of London; Institut National de la Santé et de la Recherche Médicale; Fondation Leducq; Istituto Superiore di Sanità; School of Medicine, Duke University; University of Oxford; Medical Research Council; Grifols; Servier; Uppsala Universitet; Amarin Corporation; Tel Aviv University; Novo Nordisk UK Research Foundation; London School of Hygiene and Tropical Medicine; Wake Forest School of Medicine; Department of Health and Social Care; Amsterdam University Medical Centers; Northwell Health; Esperion Therapeutics; Health Services Research and Development; University of Toronto; Kowa Company; Harvard University; Deutsches Krebsforschungszentrum; Queen Mary University of London; Vanderbilt University Medical Center; National Institute for Health and Care Research; Centers for Disease Control and Prevention; Sanofi; Leids Universitair Medisch Centrum; University of Vermont; NIHR Cambridge Biomedical Research Centre; Massachusetts General Hospital; University College London; Diabetes UK; University of Southampton; National Heart, Lung, and Blood Institute; Universiteit Leiden; University of Glasgow; Abbott Laboratories; University of South Carolina; Fiona Stanley Hospital; Háskóli Íslands; British Heart Foundation; University of Pittsburgh; Portland State University; Universitetet i Tromsø; School of Medicine, Boston University; Helsingin Yliopisto; Pfizer; Yale University; University of Bristol; Trakya Üniversitesi; State of Connecticut Department of Public Health; Västra Götalandsregionen; Eli Lilly and Company; University of Tsukuba; Itä-Suomen Yliopisto; Brigham and Women's Hospital; University of California, San Diego; Amgen; Kanazawa Medical University; Mylan; Regeneron Pharmaceuticals; American Heart Association; Universität Heidelberg; Sahlgrenska Akademin; Wake Forest University","keywords":"Medicine; Life expectancy; Gerontology; Demography; Diabetes mellitus; Type 2 diabetes; Environmental health; Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004811046,0.0002669644,0.001511571,0.0002994702,0.00006194672,0.000009925397,0.0002857211,0.0001382485,0.00006310154],"category_scores_gemma":[0.001284294,0.0001940761,0.0001937701,0.0008666798,0.000340573,0.00007213677,0.0001216498,0.0002692521,0.00002696393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001385801,"about_ca_system_score_gemma":0.00006086977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005242231,"about_ca_topic_score_gemma":0.0006071941,"domain_scores_codex":[0.9973593,0.0002984483,0.00044682,0.0003613389,0.0004701687,0.001063907],"domain_scores_gemma":[0.9977609,0.0009707019,0.0003003608,0.0006904837,0.000179536,0.00009799997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000129588,0.0001020108,0.9921759,0.0002927043,0.0009075216,0.00002205526,0.000540171,0.00006384169,0.0005777372,0.0001015662,0.000900761,0.004186092],"study_design_scores_gemma":[0.002998626,0.0006964292,0.9797408,0.0005987408,0.0003189157,7.502607e-7,0.0001833633,0.000132156,0.01421131,0.0001076997,0.0008177383,0.0001934522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920036,0.004939466,3.384111e-7,0.001862123,0.0002704284,0.0006443167,0.00008810472,0.0001452513,0.00004641974],"genre_scores_gemma":[0.9956327,0.003138829,0.00002475873,0.0003451339,0.0001939692,0.0002673503,0.0002423875,0.00005171682,0.0001031328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01363357,"threshold_uncertainty_score":0.7914191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964283499742488,"score_gpt":0.249355137602192,"score_spread":0.2197123026047671,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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