{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004921831,0.0006609563,0.0007995886,0.0006466351,0.0002320726,0.0009835369,0.0003585416,0.0005276989,0.0007517182],"category_scores_gemma":[0.0142502,0.0003046696,0.0007443066,0.0008484251,0.0002903391,0.0006177365,0.0005721367,0.001044968,0.0001428562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079535,"about_ca_system_score_gemma":0.000312415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007419158,"about_ca_topic_score_gemma":0.001276339,"domain_scores_codex":[0.9979455,0.001275315,0.0001643589,0.0002640566,0.0002330058,0.0001176562],"domain_scores_gemma":[0.9925492,0.004335407,0.002194922,0.0002936625,0.0002957704,0.0003308973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002224495,0.00007489128,0.9841309,0.00004495309,0.0002692234,0.00002387366,0.0000336006,0.0003428724,0.0002024888,0.00002108376,0.000125465,0.01250628],"study_design_scores_gemma":[0.0002838282,0.002169422,0.9883663,0.0001203765,0.0005745403,0.0003112289,0.0001301206,0.006720031,0.0004340702,0.0002774575,0.0005933783,0.00001927418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919603,0.005235987,0.0009816067,0.0003127039,0.00005492007,0.00005283617,0.0004714878,0.00001290282,0.0009173305],"genre_scores_gemma":[0.9967409,0.0009057343,0.001573549,0.0001335858,0.00008308779,0.00006023864,0.0003546183,0.000004135565,0.0001440795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004921831,"threshold_uncertainty_score":0.02602941,"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."}}