{"id":"W4285588504","doi":"10.1101/2022.07.13.22277599","title":"The Genetic Risk of Gestational Diabetes in South Asian women","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Programme Grants for Applied Research; Economic and Social Research Council; Medical Research Council; Indian Council of Medical Research; Canadian Institutes of Health Research; National Institute for Health and Care Research; British Heart Foundation; Wellcome Trust; Heart and Stroke Foundation of Canada","keywords":"Gestational diabetes; Medicine; Obstetrics; Type 2 diabetes; Diabetes mellitus; Cohort; Population; Cohort study; Pregnancy; Logistic regression; Internal medicine; Demography; Endocrinology; Gestation; Biology; Environmental health; Genetics","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":[0.0006165333,0.0003132686,0.000223123,0.0005279729,0.0003587784,0.0004570361,0.0002444847,0.0003075944,0.002509326],"category_scores_gemma":[0.001840281,0.0002503538,0.0005460253,0.001087387,0.000263733,0.000155842,0.0004309459,0.0004538448,0.0002337254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002080421,"about_ca_system_score_gemma":0.0002764495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01033336,"about_ca_topic_score_gemma":0.006665256,"domain_scores_codex":[0.9997483,0.00009212737,0.00002452522,0.00006680622,0.00003809925,0.00003014388],"domain_scores_gemma":[0.9992676,0.0001730922,0.000279595,0.0001159447,0.00005940298,0.0001042778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002050212,0.00001252579,0.9961454,0.00001750526,0.0001268954,0.0001912231,0.0002011547,0.00004096489,0.0007841501,0.00005428311,0.00008883877,0.002132156],"study_design_scores_gemma":[0.00001527819,0.00005732981,0.9983872,0.00001228228,0.0001134854,0.0003610622,0.0002580926,0.0002833657,0.0001419763,0.00009877836,0.000266656,0.000004421163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986008,0.0003031392,0.0001520586,0.0001071718,0.000008591674,0.000005916284,0.0002729383,0.000004083741,0.0005452856],"genre_scores_gemma":[0.9992468,0.000198434,0.0001569769,0.00003999165,0.000008354398,0.000008589987,0.0001460786,0.000002277045,0.0001925257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01033336,"threshold_uncertainty_score":0.02054644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490747249703492,"score_gpt":0.272897536138919,"score_spread":0.257990063641884,"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."}}