{"id":"W4405040841","doi":"10.1186/s40842-024-00209-1","title":"A systematic review and meta-analysis of the prevalence and risk factors of type 2 diabetes mellitus in Nigeria","year":2024,"lang":"en","type":"review","venue":"Clinical Diabetes and Endocrinology","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Funnel plot; Meta-analysis; Type 2 Diabetes Mellitus; Obesity; Publication bias; Demography; Environmental health; Abdominal obesity; Socioeconomic status; Diabetes mellitus; Internal medicine; Metabolic syndrome; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001604668,0.0005040024,0.01517302,0.0003345505,0.00003140687,0.00001646788,0.0002424409,0.0003312262,0.00005077208],"category_scores_gemma":[0.003084956,0.0002498066,0.003659086,0.0008979292,0.0007455916,0.00003296018,0.0003593522,0.000718888,0.000002947987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001468049,"about_ca_system_score_gemma":0.00007715468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058731,"about_ca_topic_score_gemma":0.00005798568,"domain_scores_codex":[0.9945783,0.001628584,0.002395571,0.0007523177,0.0002302507,0.0004149631],"domain_scores_gemma":[0.9957127,0.002063252,0.0009253621,0.001049616,0.0001037586,0.0001452973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001357694,0.00005712009,0.008770307,0.7914877,0.177154,0.000003206082,0.00002630925,7.556691e-8,3.119659e-8,0.00002086337,0.00001983057,0.02245919],"study_design_scores_gemma":[0.0001574206,0.0002529522,0.007306853,0.04082994,0.9445169,0.000003555717,0.00001114838,0.000007550233,0.00000107705,0.00005459337,0.006648086,0.0002099232],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03364615,0.9637432,1.318076e-7,0.00004620892,0.000130666,0.002140234,0.0002591429,0.00001466514,0.00001960576],"genre_scores_gemma":[0.0042746,0.9952309,0.00001947658,0.00008392793,0.0000236193,0.0001774016,0.00002158321,0.00003507116,0.0001334668],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7673629,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08392519864254161,"score_gpt":0.3747027187019892,"score_spread":0.2907775200594476,"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."}}