{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005727566,0.001147473,0.001390241,0.0008394583,0.0003881312,0.001255293,0.0008413162,0.001320802,0.001067695],"category_scores_gemma":[0.01192215,0.0006362661,0.006469225,0.001933845,0.0004996384,0.0004407503,0.0008029328,0.001080233,0.0001055966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004553242,"about_ca_system_score_gemma":0.0005267707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01283636,"about_ca_topic_score_gemma":0.009228255,"domain_scores_codex":[0.9952342,0.002872642,0.0003206086,0.001053962,0.0002718968,0.0002467464],"domain_scores_gemma":[0.99001,0.007321603,0.001261813,0.0009356055,0.0002919685,0.0001789687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0128775,0.0000926835,0.7495297,0.002143804,0.2015159,0.0004100117,0.0002141267,0.00320714,0.002005808,0.0004280442,0.00071099,0.02686438],"study_design_scores_gemma":[0.0007762276,0.001342813,0.7985108,0.0007892996,0.1909843,0.0003804642,0.0001579169,0.002614214,0.001213547,0.0007943356,0.002397164,0.0000389287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8856428,0.106354,0.00334672,0.00085157,0.0002596448,0.00004498829,0.002277628,0.00005813167,0.001164652],"genre_scores_gemma":[0.990445,0.007570825,0.0007427171,0.0002070149,0.00008458177,0.00003694804,0.0006630595,0.00001455816,0.0002353272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01283636,"threshold_uncertainty_score":0.0302906,"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."}}