{"id":"W3122441823","doi":"10.2337/dc20-2360","title":"Novel Biochemical Markers of Glycemia to Predict Pregnancy Outcomes in Women With Type 1 Diabetes","year":2021,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Diabetes Management and Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Sinai Health System; University of Calgary; Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"Breakthrough T1D Canada; National Institute of Diabetes and Digestive and Kidney Diseases; Novo Nordisk Fonden; Juvenile Diabetes Research Foundation Canada; European Foundation for the Study of Diabetes; Diabetes UK; National Institute for Health and Care Research","keywords":"Medicine; Pregnancy; Type 1 diabetes; Fructosamine; Type 2 diabetes; Obstetrics; Neonatal hypoglycemia; Gestational diabetes; Diabetes mellitus; Receiver operating characteristic; Gestation; Hypoglycemia; Neonatal intensive care unit; Preeclampsia; Internal medicine; Endocrinology; Pediatrics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001049305,0.0002011363,0.0005356794,0.00023708,0.0000230539,0.00002281414,0.0001738377,0.0001009133,0.0001752589],"category_scores_gemma":[0.0003161332,0.0001559498,0.00006605536,0.0008901156,0.00009487429,0.00006558159,0.0002129005,0.0001989881,0.00003599506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421736,"about_ca_system_score_gemma":0.0001470335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001973799,"about_ca_topic_score_gemma":0.000004118119,"domain_scores_codex":[0.9981682,0.00002789073,0.0002655205,0.000397296,0.0004716534,0.0006694027],"domain_scores_gemma":[0.9988297,0.0001096026,0.00004768519,0.0004647312,0.0003161794,0.000232063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001685232,0.0002264991,0.9417329,0.001141995,0.0002415736,0.00002012641,0.0005227121,0.000008196298,0.04559714,0.000007930928,0.0006884246,0.009643944],"study_design_scores_gemma":[0.003213059,0.001490847,0.9191509,0.002298345,0.00008427838,1.502152e-7,0.002292065,0.0000592337,0.07011627,0.00001463907,0.001007768,0.0002723972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946223,0.001120002,0.000001625037,0.0003747464,0.00009729766,0.0005151248,0.00005356001,0.00004233027,0.003172967],"genre_scores_gemma":[0.9976096,0.0000169795,0.0008223372,0.0003544855,0.00002718364,0.00008162083,0.0001094393,0.00003920161,0.0009391698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02451913,"threshold_uncertainty_score":0.6359448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043238090421365,"score_gpt":0.2566439332463896,"score_spread":0.246211552342176,"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."}}