{"id":"W2161096919","doi":"10.2337/db09-0249","title":"Validity and Reproducibility of Measurement of Islet Autoreactivity by T-Cell Assays in Subjects With Early Type 1 Diabetes","year":2009,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"GlaxoSmithKline","keywords":"ELISPOT; Reproducibility; Type 1 diabetes; Immunology; Type 2 diabetes; Medicine; Diabetes mellitus; False positive paradox; Internal medicine; Antigen; T cell; Endocrinology; Immune system; Chemistry","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":[0.03714055,0.0008283802,0.0009098029,0.00104749,0.0004618246,0.001305561,0.0008704748,0.001430555,0.0004282856],"category_scores_gemma":[0.06034999,0.0004476893,0.0008221897,0.0008018528,0.001357211,0.0006509322,0.000967981,0.001030507,0.0003809269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004351964,"about_ca_system_score_gemma":0.0003310841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008418008,"about_ca_topic_score_gemma":0.0006201864,"domain_scores_codex":[0.9571454,0.02359728,0.004273882,0.006148347,0.008158176,0.0006768579],"domain_scores_gemma":[0.9126359,0.0568137,0.01260641,0.01074614,0.006395295,0.0008025647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002441927,0.0001816468,0.9764932,0.0001061044,0.0005125705,0.00006992932,0.000402562,0.0007209388,0.005456249,0.0000611819,0.0001692816,0.01338444],"study_design_scores_gemma":[0.00009253641,0.002257836,0.9830031,0.00006594668,0.0004211145,0.0006813713,0.0001619564,0.002733249,0.009596939,0.0002250605,0.0007213919,0.00003954494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887483,0.002316938,0.006660053,0.00009005522,0.00009771319,0.0001064258,0.0003344208,0.00006401462,0.001581984],"genre_scores_gemma":[0.9982924,0.00009426912,0.001151283,0.00007760048,0.00004121067,0.00003774451,0.00018369,0.00001387484,0.000107894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03714055,"threshold_uncertainty_score":0.1964203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046908623740497,"score_gpt":0.2117318354698573,"score_spread":0.2012627492324524,"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."}}