{"id":"W3085703194","doi":"10.1016/s2213-8587(20)30230-8","title":"Diabetes in ageing: pathways for developing the evidence base for clinical guidance","year":2020,"lang":"en","type":"review","venue":"The Lancet Diabetes & Endocrinology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute on Aging; National Institutes of Health; MannKind Corporation; Eisai; Insulet Corporation; Amarin Corporation; Novo Nordisk; Dexcom; Intarcia Therapeutics; Bigfoot Biomedical; Sanofi; Merck; GlaxoSmithKline; Takeda Pharmaceuticals U.S.A.; Pfizer; AstraZeneca; Eli Lilly and Company; National Institute of Diabetes and Digestive and Kidney Diseases; Boehringer Ingelheim; Leona M. and Harry B. Helmsley Charitable Trust; U.S. Department of Veterans Affairs","keywords":"Medicine; Life expectancy; Multidisciplinary approach; Comorbidity; Gerontology; MEDLINE; Diabetes mellitus; Health care; Multimorbidity; Geriatrics; Diabetes management; Type 2 diabetes; Psychiatry; Population","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":[0.002080989,0.0007248148,0.004099592,0.0001571853,0.0001983597,0.00006933979,0.001258917,0.0002485118,0.0000121529],"category_scores_gemma":[0.00319612,0.0003952588,0.001034052,0.0004316492,0.0003515089,0.00008844703,0.0005190618,0.0007214039,0.00005963428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002312621,"about_ca_system_score_gemma":0.0003738701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003640656,"about_ca_topic_score_gemma":0.00001845008,"domain_scores_codex":[0.994588,0.0005662432,0.001394012,0.001027747,0.0002185185,0.002205478],"domain_scores_gemma":[0.9889178,0.008933908,0.000627509,0.00130219,0.0001089638,0.000109602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004938006,0.00008711022,0.004662697,0.01604805,0.001209289,0.000045439,0.00004503211,4.279689e-7,0.000002934369,0.006556685,0.01483076,0.9564622],"study_design_scores_gemma":[0.001798428,0.0006383673,0.0008475885,0.01217312,0.002824784,0.000002818881,0.00002108084,0.000122838,0.00003096916,0.001447261,0.9796845,0.0004082738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001001304,0.978158,0.00007574676,0.01241033,0.000881456,0.00694542,0.0001118892,0.0001725201,0.0002433386],"genre_scores_gemma":[0.0004671121,0.9808549,0.002394689,0.005978856,0.001950122,0.007816489,0.0001917825,0.0001228279,0.0002232398],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9648537,"threshold_uncertainty_score":0.9998499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3001917020371686,"score_gpt":0.4297795609243814,"score_spread":0.1295878588872128,"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."}}