{"id":"W3126232165","doi":"10.1172/jci143011","title":"Residual β cell function in long-term type 1 diabetes associates with reduced incidence of hypoglycemia","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Investigation","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"Division of Diabetes, Endocrinology, and Metabolic Diseases; National Eye Institute; National Institute of Diabetes and Digestive and Kidney Diseases; Abbott Diabetes Care; National Institutes of Health; Eli Lilly and Company; Nipro; Insulet Corporation; Sanofi; Roche Diabetes Care","keywords":"Medicine; Hypoglycemia; Type 1 diabetes; Diabetes mellitus; Internal medicine; C-peptide; Incidence (geometry); Endocrinology; Type 2 diabetes; Gastroenterology; Meal","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":[0.001358087,0.0004125823,0.00045921,0.0005631695,0.0003036631,0.0008749257,0.000351541,0.0005191918,0.00150414],"category_scores_gemma":[0.002634516,0.0001767035,0.000588235,0.0007658165,0.0002445063,0.0003426857,0.000365799,0.0009487605,0.0001681043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597013,"about_ca_system_score_gemma":0.0001580677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001258574,"about_ca_topic_score_gemma":0.00136447,"domain_scores_codex":[0.999492,0.0001612199,0.00005941909,0.0001185776,0.00007668853,0.00009199035],"domain_scores_gemma":[0.9964328,0.0005765488,0.001967127,0.0002199981,0.0002682485,0.0005352342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000725218,0.00006015331,0.9964573,0.0000184344,0.0001199932,0.00005625887,0.00002345749,0.00005349217,0.0002280626,0.00000748247,0.00005717775,0.002193104],"study_design_scores_gemma":[0.00001143161,0.0002420376,0.9990436,0.000008780576,0.00007701838,0.0002369679,0.00004051313,0.0001525779,0.00006899151,0.00002610023,0.000088622,0.000003364859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980915,0.001258776,0.0001091588,0.00004399438,0.00001307801,0.000004257079,0.0001843002,0.000006463928,0.0002885355],"genre_scores_gemma":[0.9993101,0.0001879578,0.0001027626,0.00002973837,0.00001642786,0.000003511675,0.0002463445,0.000002555017,0.0001005333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00150414,"threshold_uncertainty_score":0.00718236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216269324971504,"score_gpt":0.3022768704062816,"score_spread":0.2801141771565666,"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."}}