{"id":"W4409094720","doi":"10.2337/dc24-2494","title":"Lack of Validity of the Glucose Management Indicator in Type 1 Diabetes in Pregnancy","year":2025,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"Novo Nordisk Fonden; JDRF; Diabetes UK","keywords":"Medicine; Pregnancy; Type 1 diabetes; Type 2 diabetes; Logistic regression; Diabetes mellitus; Gestation; Obstetrics; Diabetes in pregnancy; Internal medicine; Endocrinology; Gestational diabetes","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0599409,0.0004118675,0.0007400834,0.001189923,0.0004154053,0.001902881,0.00132989,0.000850834,0.000658293],"category_scores_gemma":[0.2086339,0.0003834601,0.0008838073,0.00198985,0.001410228,0.001266624,0.001426396,0.001355617,0.0002895777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208736,"about_ca_system_score_gemma":0.001349604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008170441,"about_ca_topic_score_gemma":0.004860579,"domain_scores_codex":[0.9537422,0.0331597,0.00366767,0.002895227,0.005790285,0.0007448844],"domain_scores_gemma":[0.8676876,0.09271109,0.02492753,0.007512046,0.006266657,0.0008950196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005196476,0.0000197158,0.9798629,0.0001080467,0.0002310532,0.00002414744,0.0002857262,0.0005041792,0.00008738123,0.0002513136,0.0004694441,0.0176364],"study_design_scores_gemma":[0.00005879765,0.0004059887,0.9839724,0.0006123833,0.000328093,0.0003243272,0.0003299563,0.009724029,0.0008602955,0.001313076,0.002045327,0.00002525513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722839,0.008119234,0.00890583,0.00253069,0.0003543814,0.0001463981,0.001541925,0.00008665204,0.006031051],"genre_scores_gemma":[0.9964457,0.0005540985,0.00202886,0.0003088819,0.00005429637,0.00004462547,0.0004081022,0.00001950695,0.000135856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0599409,"threshold_uncertainty_score":0.3170016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679522038158062,"score_gpt":0.3106594055188412,"score_spread":0.2838641851372606,"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."}}