{"id":"W4403296404","doi":"10.2337/dc24-1208","title":"Sleep Irregularity and the Incidence of Type 2 Diabetes: A Device-Based Prospective Study in Adults","year":2024,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Sleep and related disorders","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute","keywords":"Medicine; Incidence (geometry); Diabetes mellitus; Type 2 diabetes; Prospective cohort study; Sleep (system call); Pediatrics; Internal medicine; Endocrinology","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":[0.001245247,0.0004895651,0.0005460799,0.0007598211,0.0005493826,0.0009084447,0.0005393992,0.000847101,0.001068371],"category_scores_gemma":[0.002274713,0.0007437734,0.0008309203,0.001735571,0.0002499669,0.0006969821,0.00063556,0.0008489851,0.0003610766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002173052,"about_ca_system_score_gemma":0.0002655598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005382152,"about_ca_topic_score_gemma":0.006273058,"domain_scores_codex":[0.9991176,0.0002549718,0.0001498547,0.0002363295,0.0001608036,0.00008056481],"domain_scores_gemma":[0.9977912,0.0002229289,0.00121458,0.0002995639,0.0002530783,0.0002186787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002220946,0.00005058776,0.9989449,0.00001619478,0.0001147453,0.00001836593,0.00003028201,0.00001596531,0.0001440394,0.000005073761,0.00004701472,0.000390771],"study_design_scores_gemma":[0.00001831079,0.000209757,0.9994107,0.000006789332,0.00005125226,0.00007858053,0.00003554968,0.00006555583,0.00002121364,0.000005377137,0.00009411856,0.000002797983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996763,0.0008076097,0.0002651328,0.00003342158,0.00001438147,0.00004773757,0.001719598,0.000006810045,0.0003423767],"genre_scores_gemma":[0.9975527,0.0003457431,0.0003478039,0.00006703979,0.00002988323,0.00005424603,0.001375278,0.000004376115,0.0002230044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005382152,"threshold_uncertainty_score":0.01070166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007144904772474866,"score_gpt":0.2642367409039018,"score_spread":0.2570918361314269,"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."}}