{"id":"W4224253259","doi":"10.1136/bmjdrc-2021-002733","title":"Serum metabolomic signatures of gestational diabetes in South Asian and white European women","year":2022,"lang":"en","type":"article","venue":"BMJ Open Diabetes Research & Care","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Respiratory Research Network; Impact; McMaster University; Population Health Research Institute","funders":"Indian Council of Medical Research; Canadian Institutes of Health Research; Genome Canada; Heart and Stroke Foundation of Canada; Children's Hospital Foundation; Natural Sciences and Engineering Research Council of Canada; McMaster University; Population Health Research Institute","keywords":"Gestational diabetes; Medicine; Glutamine; Internal medicine; Odds ratio; Endocrinology; Ornithine; Creatinine; Diabetes mellitus; Metabolite; Pregnancy; Arginine; Biochemistry; Amino acid; Biology; Gestation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005728825,0.000355314,0.0002927414,0.0005889354,0.0003603574,0.0005407409,0.0001874775,0.0002764337,0.0008431033],"category_scores_gemma":[0.001012249,0.0001967675,0.000447438,0.0009720182,0.0002505438,0.0001452628,0.0003878947,0.0001972405,0.0001343904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003278455,"about_ca_system_score_gemma":0.0004102063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01744806,"about_ca_topic_score_gemma":0.01689147,"domain_scores_codex":[0.999754,0.00004918321,0.00002598044,0.00008298294,0.00004912246,0.00003868369],"domain_scores_gemma":[0.9996685,0.00003958381,0.0001509267,0.00004188925,0.00005008154,0.00004917638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003316591,0.00001290651,0.9953296,0.00001621685,0.0001133666,0.0001007058,0.0001492455,0.00002744265,0.001988982,0.00002487099,0.00005152043,0.001853404],"study_design_scores_gemma":[0.000007700216,0.00004225083,0.9991825,0.000004827241,0.00004827672,0.0001881521,0.0001335293,0.00007345339,0.000161245,0.00002297953,0.0001321025,0.000002953007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991428,0.000196727,0.00007722484,0.00002390907,0.000003462033,0.000005309349,0.0002679544,0.000002444215,0.0002801141],"genre_scores_gemma":[0.9991482,0.0001202842,0.0001819168,0.00004125501,0.00000411312,0.000007772624,0.0003509528,0.000002047686,0.0001433197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01744806,"threshold_uncertainty_score":0.034693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04377332288028822,"score_gpt":0.3748324367733479,"score_spread":0.3310591138930596,"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."}}