{"id":"W2014493989","doi":"10.1007/s001250051616","title":"Feasibility of genetic and immunological prediction of Type I diabetes in a population-based birth cohort","year":2001,"lang":"en","type":"article","venue":"Diabetologia","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":342,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juvenile Diabetes Research Foundation","funders":"Signe ja Ane Gyllenbergin Säätiö; Päivikki ja Sakari Sohlbergin Säätiö; Novo Nordisk; Jalmari ja Rauha Ahokkaan Säätiö","keywords":"Medicine; Population; Type 1 diabetes; Autoantibody; Diabetes mellitus; Cohort; Genetic predisposition; Pediatrics; Immunology; Genetic testing; Internal medicine; Endocrinology; Disease; Environmental health; Antibody","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":[0.00643248,0.0007864172,0.0006235833,0.001467252,0.001771416,0.001429682,0.001424726,0.001505321,0.001771192],"category_scores_gemma":[0.01561109,0.0009593254,0.0008805307,0.001043796,0.0008706361,0.0009419772,0.001044968,0.001725471,0.0005324845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003903878,"about_ca_system_score_gemma":0.0006860374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01992419,"about_ca_topic_score_gemma":0.009990647,"domain_scores_codex":[0.9964054,0.002279337,0.0001264831,0.0006098113,0.0002731964,0.0003057882],"domain_scores_gemma":[0.9934074,0.00310266,0.0006605654,0.001250677,0.0006521459,0.0009266185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00100105,0.0002507306,0.9957013,0.000005962395,0.0001417928,0.0001354616,0.000231674,0.0001610674,0.0008931257,0.00009346746,0.00008774261,0.001296664],"study_design_scores_gemma":[0.0001061391,0.0007828314,0.9948686,0.00001222765,0.000232314,0.0004431805,0.0004533849,0.00229099,0.0003476413,0.0001899115,0.0002542354,0.00001848342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987197,0.00008427379,0.0004791294,0.00008919075,0.00002012306,0.00001621898,0.0001987032,0.000005162922,0.0003875517],"genre_scores_gemma":[0.9988824,0.0000588868,0.0004406466,0.0000478555,0.00001993163,0.00002310906,0.0002045309,0.000005486286,0.0003172104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01992419,"threshold_uncertainty_score":0.03961647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009805881991495317,"score_gpt":0.2317776438145919,"score_spread":0.2219717618230966,"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."}}