{"id":"W4281658340","doi":"10.2337/db22-1102-p","title":"1102-P: Identifying Blood Biomarkers for Type 2 Diabetes Subtyping: A Report from the ORIGIN Trial","year":2022,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Medicine; Internal medicine; Subtyping; Logistic regression; Diabetes mellitus; Type 2 diabetes; Population; Biomarker; Oncology; Endocrinology; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006780468,0.001243851,0.001871756,0.0003425177,0.0003075844,0.001935305,0.0005473723,0.001035022,0.002023413],"category_scores_gemma":[0.007784704,0.0003323222,0.002105046,0.0005834211,0.0003359311,0.0008623382,0.0009509755,0.001612371,0.000748683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559591,"about_ca_system_score_gemma":0.0007326385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109323,"about_ca_topic_score_gemma":0.001846135,"domain_scores_codex":[0.9973024,0.001737755,0.0001453592,0.0003174278,0.0003796567,0.0001173465],"domain_scores_gemma":[0.9962548,0.00187414,0.0005823523,0.0003933824,0.0005496517,0.0003456823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5917063,0.00158312,0.2428483,0.002775544,0.01844567,0.0003160582,0.0002632252,0.001342026,0.006285551,0.000577049,0.01828894,0.1155681],"study_design_scores_gemma":[0.2920206,0.04039282,0.5843934,0.000836837,0.04530639,0.000976529,0.0002668475,0.008216394,0.003967248,0.001623142,0.02171532,0.0002845122],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526743,0.02033952,0.003949485,0.002729151,0.0005023523,0.001459812,0.01313261,0.0002114967,0.005001324],"genre_scores_gemma":[0.9580626,0.005206127,0.008116994,0.002528298,0.0008106813,0.001951904,0.01892045,0.0001615954,0.004241321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006780468,"threshold_uncertainty_score":0.03585899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05370954420709084,"score_gpt":0.3080264546722347,"score_spread":0.2543169104651438,"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."}}