{"id":"W2461522970","doi":"10.2337/db15-1720","title":"A Predictive Metabolic Signature for the Transition From Gestational Diabetes Mellitus to Type 2 Diabetes","year":2016,"lang":"en","type":"article","venue":"Diabetes","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Banting and Best Diabetes Centre, University of Toronto; National Institute of Child Health and Human Development; Canadian Institutes of Health Research; Danish Diabetes Academy; W.K. Kellogg Foundation; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Canadian Diabetes Association; National Center for Research Resources; American Diabetes Association","keywords":"Gestational diabetes; Diabetes mellitus; Medicine; Type 2 diabetes; Internal medicine; Type 2 Diabetes Mellitus; Endocrinology; Pregnancy; Gestation; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006738687,0.0004766206,0.0004131873,0.0008134007,0.0002295603,0.0007088381,0.000207216,0.000394181,0.000761635],"category_scores_gemma":[0.003426678,0.0001520033,0.0005400034,0.00068947,0.0001493184,0.0002271252,0.0003623371,0.0005366241,0.000180973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540781,"about_ca_system_score_gemma":0.0003152406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002147842,"about_ca_topic_score_gemma":0.002173761,"domain_scores_codex":[0.9997662,0.00008012289,0.00002429153,0.00005308806,0.00004446906,0.00003187676],"domain_scores_gemma":[0.9988733,0.0004178139,0.0003694441,0.00009145812,0.0001268357,0.0001211101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009009136,0.00006386545,0.9818838,0.00001495811,0.0001108793,0.0001812213,0.0000290576,0.001420999,0.004576456,0.00007394158,0.0002308706,0.0105131],"study_design_scores_gemma":[0.00004067143,0.0004226158,0.9635531,0.00002284578,0.0002177407,0.0008340713,0.0001025248,0.03071426,0.003011142,0.0005391967,0.0005169999,0.00002491649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951589,0.0002759954,0.00307303,0.0001293478,0.000019609,0.00002166427,0.0008056466,0.00004909321,0.0004668289],"genre_scores_gemma":[0.997183,0.00009162923,0.002046807,0.00003758589,0.000009968988,0.000008951771,0.0005332368,0.000006109807,0.00008272835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002147842,"threshold_uncertainty_score":0.004270732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281105800135226,"score_gpt":0.2635663365022012,"score_spread":0.250755278500849,"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."}}