{"id":"W4416959824","doi":"10.1136/bmjdrc-2025-005382","title":"Examining the impact of gestational diabetes genetic susceptibility variants on maternal glucose levels during and post pregnancy","year":2025,"lang":"en","type":"article","venue":"BMJ Open Diabetes Research & Care","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Centre Hospitalier Universitaire de Sherbrooke","funders":"Fédération Française des Diabétiques; Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Diabetes and Digestive and Kidney Diseases; National Human Genome Research Institute; Otto A. Malm Lahjoitusrahasto; National Institutes of Health; Conseil Régional Hauts-de-France; Sydäntutkimussäätiö; Sigrid Juséliuksen Säätiö; Diabète Québec; Signe ja Ane Gyllenbergin Säätiö; Novo Nordisk Fonden; Lastentautien Tutkimussäätiö; Suomen Lääketieteen Säätiö; Päivikki ja Sakari Sohlbergin Säätiö; Academy of Finland; Université de Sherbrooke; Wellcome Trust; Agence Nationale de la Recherche; Fondazione Diabete Ricerca; European Commission; European Genomic Institute for Diabetes; Juho Vainion Säätiö; Fondation Francophone pour la Recherche sur le Diabète; Canadian Institutes of Health Research; American Diabetes Association; Royal Society","keywords":"Pregnancy; Postprandial; Gestational diabetes; Genetic predisposition; Diabetes mellitus; Gestation; Fasting glucose","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":[0.001384385,0.0002346804,0.0004183765,0.0003943979,0.0004138471,0.0003240572,0.0006723497,0.00007777259,0.0003898549],"category_scores_gemma":[0.00232085,0.0001610595,0.0001065377,0.0006128753,0.000417391,0.0002316405,0.001257974,0.0004600347,0.0000224486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003132912,"about_ca_system_score_gemma":0.0008969937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003638047,"about_ca_topic_score_gemma":0.00004387575,"domain_scores_codex":[0.9962003,0.000614757,0.0004569406,0.00059127,0.001228413,0.0009083006],"domain_scores_gemma":[0.9962887,0.001090932,0.00009805203,0.0007516706,0.001508215,0.0002624009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002395401,0.0001897838,0.9232118,0.002012416,0.0004334435,0.00002937803,0.0004039399,0.0001646748,0.03962273,0.0002838488,0.0003898462,0.03301863],"study_design_scores_gemma":[0.001617948,0.001297196,0.9767638,0.002249647,0.0000319617,8.163881e-7,0.0009611016,0.0004899613,0.01580391,0.0006307643,0.00001538929,0.0001374732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893145,0.001522438,0.000001703498,0.0006593579,0.00003660607,0.004598795,0.0003391554,0.0000162913,0.003511182],"genre_scores_gemma":[0.9972373,0.0001193232,0.0003009793,0.00008505239,0.00004256698,0.0007991074,0.0001040184,0.00002743172,0.001284255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05355206,"threshold_uncertainty_score":0.6567816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0837707084154882,"score_gpt":0.4330188672707602,"score_spread":0.3492481588552721,"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."}}