{"id":"W2078167380","doi":"10.2337/dc14-1813","title":"A New Approach for Diagnosing Type 1 Diabetes in Autoantibody-Positive Individuals Based on Prediction and Natural History","year":2014,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Internal medicine; Natural history; Diabetes mellitus; Type 1 diabetes; Endocrinology; Type 2 diabetes; Autoantibody; Cardiology; Antibody; Immunology","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":[0.0001510795,0.0001741209,0.0001883632,0.00008362591,0.00005383633,0.00002819206,0.00009756529,0.0001659958,0.000004432115],"category_scores_gemma":[0.000261409,0.0001755336,0.00007190043,0.00007691175,0.00003996457,0.000007923255,0.0000363275,0.00009961785,0.00000206221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006590151,"about_ca_system_score_gemma":0.00006376414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000600441,"about_ca_topic_score_gemma":0.000006298938,"domain_scores_codex":[0.9989766,0.00006933845,0.000138237,0.000387888,0.0001023897,0.000325503],"domain_scores_gemma":[0.9995425,0.0000861723,0.00006887324,0.0001620831,0.00006828905,0.0000720953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000204852,0.00007007354,0.9551783,0.0001076195,0.00005504261,8.810395e-8,0.0001999329,0.0004675049,0.01830126,0.00003323294,0.007477511,0.01808891],"study_design_scores_gemma":[0.007381644,0.002905389,0.7600597,0.0004660756,0.0002439916,1.357791e-7,0.0008741011,0.07180414,0.08587227,0.0001718199,0.06878362,0.001437086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949619,0.00309146,0.0001078903,0.00006188874,0.0002771297,0.0003657108,0.0001188285,0.00002434479,0.0009908265],"genre_scores_gemma":[0.9957855,0.0000219758,0.001042358,0.0008057187,0.0001415501,0.00005435773,0.002047919,0.00003014369,0.00007044295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1951186,"threshold_uncertainty_score":0.7158054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004994270821653817,"score_gpt":0.2080091026075285,"score_spread":0.2030148317858747,"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."}}