{"id":"W4308009402","doi":"10.2337/dci21-0027","title":"Epidemiology and Therapeutic Strategies for Women With Preexisting Diabetes in Pregnancy: How Far Have We Come? The 2021 Norbert Freinkel Award Lecture","year":2022,"lang":"en","type":"review","venue":"Diabetes Care","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research; University of Toronto; King's College London; Department of Medicine, University of Toronto; Novo Nordisk; FedDev Ontario; Juvenile Diabetes Research Foundation Canada; Juvenile Diabetes Research Foundation United States of America","keywords":"Medicine; Pregnancy; Type 2 diabetes; Diabetes mellitus; Gestational diabetes; Type 1 diabetes; Obstetrics; Metformin; Epidemiology; Insulin; Endocrinology; Gestation; Internal medicine","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":[0.001747417,0.000835339,0.001798082,0.002011725,0.0003053952,0.00143847,0.0009840938,0.001623745,0.004459869],"category_scores_gemma":[0.004640641,0.0003244423,0.001374812,0.001547578,0.0004426427,0.001928514,0.0008457248,0.003376558,0.001336538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019144,"about_ca_system_score_gemma":0.002101149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003321836,"about_ca_topic_score_gemma":0.004268871,"domain_scores_codex":[0.9993919,0.000225159,0.00008614292,0.00005843471,0.0001785486,0.00005971461],"domain_scores_gemma":[0.9986178,0.0008405831,0.0001514429,0.0000294612,0.0002893056,0.00007152052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001093443,0.00004516734,0.0001900702,0.01476691,0.0001732777,0.0000674082,0.00007167619,0.0001882529,0.0001604639,0.002678708,0.0751465,0.9064023],"study_design_scores_gemma":[0.00008753816,0.0001252757,0.001401502,0.0440741,0.0004371283,0.0007278082,0.0001889307,0.000138241,0.0001089296,0.004081615,0.9485963,0.00003256818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000288798,0.9975173,0.00004048898,0.001558971,0.0005525129,0.00000273709,0.00000791695,0.000003927355,0.000287267],"genre_scores_gemma":[0.0003316017,0.9981942,0.0001159178,0.000685264,0.0003515634,0.000006372021,0.00001567473,0.000001807094,0.0002975666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004459869,"threshold_uncertainty_score":0.0149197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06793003417820799,"score_gpt":0.3414983991497301,"score_spread":0.2735683649715221,"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."}}