{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005613434,0.001040603,0.001249324,0.003162171,0.0002849822,0.001201998,0.0008554148,0.001017855,0.001018237],"category_scores_gemma":[0.01327438,0.0003981218,0.0007662814,0.0009504745,0.0005058841,0.001188396,0.001070277,0.001212765,0.0004766442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006952007,"about_ca_system_score_gemma":0.0006978302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001763507,"about_ca_topic_score_gemma":0.00328193,"domain_scores_codex":[0.9962381,0.001585235,0.0002482782,0.000666389,0.00114977,0.0001121834],"domain_scores_gemma":[0.9909222,0.004340305,0.001913356,0.0005817455,0.001733741,0.0005087431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003135201,0.0005040952,0.8838483,0.000235512,0.0008081311,0.0001662,0.0001433722,0.001823198,0.004891633,0.0003232492,0.001587475,0.1025335],"study_design_scores_gemma":[0.001114807,0.005994353,0.873073,0.0003096446,0.001427751,0.003849918,0.0002070231,0.09695904,0.00663269,0.003228727,0.006976901,0.0002261225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8840426,0.01185632,0.08949872,0.002601454,0.000927199,0.0006195186,0.00182641,0.0008729277,0.007754921],"genre_scores_gemma":[0.9286798,0.001508766,0.06583988,0.0009403712,0.000638404,0.0002818244,0.0007299819,0.00003299243,0.001347989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005613434,"threshold_uncertainty_score":0.02968699,"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."}}