{"id":"W4309505012","doi":"10.7554/elife.81498","title":"The genetic risk of gestational diabetes in South Asian women","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Population Health Research Institute","funders":"Economic and Social Research Council; Canada Research Chairs; Canadian Institutes of Health Research; National Institute for Health and Care Research; British Heart Foundation; Wellcome Trust; Medical Research Council; Wellcome; Heart and Stroke Foundation of Canada","keywords":"Gestational diabetes; Diabetes mellitus; Medicine; Obstetrics; Pregnancy; Bioinformatics; Biology; Gestation; Genetics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004627592,0.00004195829,0.00007820617,0.00008840367,0.0001044723,0.000006859884,0.00008434911,0.000006822277,0.0002827355],"category_scores_gemma":[0.0002622911,0.00003191373,0.00002546427,0.0001777954,0.00004325032,0.0000127236,0.00008518796,0.0001295086,0.00001565974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008459047,"about_ca_system_score_gemma":0.0000921601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001186293,"about_ca_topic_score_gemma":0.000007726096,"domain_scores_codex":[0.9988984,0.00009706163,0.0001485148,0.00009149037,0.0005482344,0.0002163274],"domain_scores_gemma":[0.9995946,0.0001239068,0.00005002854,0.0001193743,0.00004660997,0.00006542992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007962684,0.0001424661,0.9755877,0.00006000614,0.0001017499,0.00001011251,0.002658656,0.001986644,0.0002210828,0.0009041171,0.00273632,0.01551155],"study_design_scores_gemma":[0.0005662771,0.000212457,0.9795037,0.000004607538,0.000006523174,1.897025e-7,0.002429779,0.001488084,0.00006402907,0.0006536266,0.01503913,0.00003160674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997174,0.0002405265,0.000008381892,0.0009300499,0.00003260337,0.0002311719,0.00004437825,0.000006614662,0.001332231],"genre_scores_gemma":[0.9980772,0.00005402119,0.0002726502,0.0002354913,0.00002260024,0.0002412605,0.00002440154,0.000006500382,0.001065868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547995,"threshold_uncertainty_score":0.3095756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008934302129662676,"score_gpt":0.2501943730502754,"score_spread":0.2412600709206127,"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."}}