{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001665674,0.00009102495,0.0002159429,0.0000498907,0.00001623858,0.000003601563,0.00007560239,0.0001648762,0.00001616779],"category_scores_gemma":[0.0002455118,0.00008234988,0.00004238125,0.0001679183,0.00009286485,0.000002598508,0.00003443928,0.00005241911,4.214566e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001055935,"about_ca_system_score_gemma":0.00002597862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005457042,"about_ca_topic_score_gemma":0.00002647185,"domain_scores_codex":[0.9992201,0.00007124693,0.0002577732,0.0002125126,0.00006971528,0.0001686482],"domain_scores_gemma":[0.9996023,0.00002824324,0.0001105634,0.000170821,0.00006380126,0.00002433891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003264083,0.0001293932,0.9605476,0.00002037105,0.00002641338,2.827424e-7,0.000003721966,0.0001236693,0.03789158,0.000009592412,0.00001149782,0.001203288],"study_design_scores_gemma":[0.0004981872,0.0003177553,0.9932039,0.00001273041,0.00001285887,1.298054e-7,0.0000138693,0.0005558477,0.00511964,0.0001503923,0.00004540716,0.00006930918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998246,0.001354998,0.000009430858,0.00002046642,0.00004658348,0.0001767433,0.0000342594,0.000008112624,0.0001033954],"genre_scores_gemma":[0.9994307,0.0002159143,0.0001450487,0.00003261847,0.00000794574,0.00001022691,0.0001408657,0.000006321909,0.00001035876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03277194,"threshold_uncertainty_score":0.3358131,"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."}}