{"id":"W3188514836","doi":"10.1016/j.eclinm.2021.101087","title":"Subtypes of gestational diabetes and future risk of pre-diabetes or diabetes","year":2021,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research; Diabetes Canada; Canadian Diabetes Association","keywords":"Gestational diabetes; Medicine; Diabetes mellitus; Internal medicine; Pregnancy; Type 2 diabetes; Endocrinology; Obstetrics; Insulin; Prospective cohort study; Insulin resistance; Insulin sensitivity; Gestation; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008956349,0.0001804702,0.0007184537,0.0001630249,0.00004788664,0.00000805937,0.0001038163,0.0001113267,0.001061818],"category_scores_gemma":[0.003995095,0.0001270884,0.0001249301,0.000405285,0.0004412504,0.00007813675,0.0001238216,0.0002902486,0.000007806346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001656147,"about_ca_system_score_gemma":0.000251563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005477909,"about_ca_topic_score_gemma":0.000008776785,"domain_scores_codex":[0.9976377,0.0001655956,0.0007679868,0.0003660153,0.0006938915,0.000368837],"domain_scores_gemma":[0.996251,0.002195588,0.0002895388,0.0003643732,0.0006163501,0.0002831798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002099233,0.0005060913,0.9632699,0.00174503,0.0006582122,0.00001636509,0.0001412714,0.000007907375,0.005427544,0.000678506,0.004727215,0.02261199],"study_design_scores_gemma":[0.002860708,0.00163874,0.9744446,0.0004296669,0.0003868351,9.589393e-7,0.000257789,0.0006808743,0.009699257,0.0013658,0.008114938,0.0001198337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878013,0.004031406,0.00001547731,0.006668014,0.0001700221,0.0003619429,0.0001203477,0.00002489396,0.0008066088],"genre_scores_gemma":[0.9882101,0.003863321,0.004618359,0.0009331303,0.0005567592,0.00003975438,0.0003077045,0.00002614597,0.001444745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02249216,"threshold_uncertainty_score":0.9998513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826750526578531,"score_gpt":0.3250168935865945,"score_spread":0.3067493883208092,"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."}}