{"id":"W4409735467","doi":"10.1186/s12884-025-07584-2","title":"Association between gestational diabetes mellitus, maternal health and diet, and gut microbiota in mother-infant dyads","year":2025,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"Canadian Institutes of Health Research; Canadian Foundation for Dietetic Research; Fonds de Recherche du Québec - Santé; Institut sur la Nutrition et les Aliments Fonctionnels; Diabète Québec","keywords":"Medicine; Reproductive medicine; Gestational diabetes; Diabetes mellitus; Pregnancy; Obstetrics; Gestation; Pediatrics; Physiology; Endocrinology","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":[0.0004403113,0.0002588427,0.0003627143,0.000460407,0.0005814063,0.0005235044,0.0002398572,0.0002991189,0.001670969],"category_scores_gemma":[0.001812196,0.0002649023,0.0002126658,0.0004266567,0.0001897138,0.0002168498,0.0006165871,0.0004297227,0.0002091958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003548125,"about_ca_system_score_gemma":0.0003395851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009097937,"about_ca_topic_score_gemma":0.0125504,"domain_scores_codex":[0.9996281,0.0001545133,0.00001903029,0.00008982013,0.00004466475,0.00006381726],"domain_scores_gemma":[0.9993519,0.0001471873,0.0002277072,0.00003773224,0.00008259892,0.0001529812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001710575,0.00004176751,0.9952142,0.0000235824,0.00006273558,0.0003202313,0.0007550592,0.00001156577,0.0009032813,0.00002045566,0.0001382869,0.002337834],"study_design_scores_gemma":[0.000002507327,0.0001464342,0.9978016,0.00001907602,0.00003767263,0.0004678765,0.001084143,0.00008327868,0.0001102269,0.00002656198,0.0002159277,0.000004845773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990377,0.0003977114,0.00006959152,0.00004560068,0.00000591216,0.000005442912,0.0001823013,0.000002154171,0.0002536017],"genre_scores_gemma":[0.9988334,0.0003916901,0.0003006809,0.0000294042,0.000004212879,0.00001932847,0.0001827441,0.000001947103,0.0002367321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009097937,"threshold_uncertainty_score":0.01808995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005858324749583888,"score_gpt":0.2429484322694701,"score_spread":0.2370901075198862,"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."}}