{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044402,0.0001667975,0.0001838095,0.0004819933,0.000349986,0.0005826415,0.0004040949,0.0002962137,0.002222955],"category_scores_gemma":[0.00212384,0.0001442949,0.0002595655,0.0008454972,0.0002019909,0.0002073682,0.0002615933,0.0006715773,0.0001887282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000771965,"about_ca_system_score_gemma":0.0009979869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05349116,"about_ca_topic_score_gemma":0.06373356,"domain_scores_codex":[0.9997407,0.00003517514,0.00002473389,0.00005074378,0.00007793935,0.00007063914],"domain_scores_gemma":[0.9986506,0.0001255721,0.0007052172,0.0001098985,0.0001232545,0.0002854669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000558258,0.000006581461,0.9987206,0.000006498224,0.00001571995,0.00003301994,0.00002258881,0.00001850049,0.00003855485,0.00002211206,0.00006376972,0.0009961269],"study_design_scores_gemma":[0.000002384618,0.00001753283,0.999377,0.00001174686,0.00001814254,0.0002136376,0.00005939684,0.00005506276,0.00002618275,0.00003403504,0.0001833181,0.00000152848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952797,0.001318454,0.00009286124,0.0002469769,0.00001713078,0.00001200805,0.001254898,0.000006700128,0.001771441],"genre_scores_gemma":[0.9984087,0.000500247,0.0001344396,0.00002851573,0.00001116278,0.000005123,0.0006111836,0.00000216309,0.0002983769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05349116,"threshold_uncertainty_score":0.1063596,"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."}}