{"id":"W2963026316","doi":"10.1186/s12884-019-2374-8","title":"A simple model to predict risk of gestational diabetes mellitus from 8 to 20 weeks of gestation in Chinese women","year":2019,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"School of Medicine, Shanghai Jiao Tong University; Shanghai Hospital Development Center; Science and Technology Commission of Shanghai Municipality","keywords":"Medicine; Reproductive medicine; Gestational diabetes; Gestation; Obstetrics; Diabetes mellitus; Pregnancy; Gynecology; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001729206,0.0001294279,0.0003077213,0.0002417225,0.00001936407,0.000008051788,0.00008594176,0.00003966338,0.00008072403],"category_scores_gemma":[0.0002198461,0.0001099084,0.00003807967,0.0002382021,0.00002679907,0.0001010955,0.00007493133,0.00009434734,0.00001608583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003768294,"about_ca_system_score_gemma":0.0001035728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001073263,"about_ca_topic_score_gemma":0.0001347329,"domain_scores_codex":[0.9986823,0.00005377598,0.0003248409,0.0002785353,0.0003865613,0.0002740272],"domain_scores_gemma":[0.9992062,0.0001915092,0.00009409904,0.0002204979,0.0001043818,0.0001832887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002868107,0.0002465478,0.9659978,0.0005702828,0.00006769585,8.45378e-7,0.002480864,0.02289863,0.001412885,0.0003406639,0.00006220322,0.005634822],"study_design_scores_gemma":[0.001939243,0.0005934588,0.9681305,0.000627653,0.00001524033,9.644829e-8,0.0002069499,0.02306456,0.0003991348,0.004868383,0.00005482981,0.00009991007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956952,0.0006813452,0.001319853,0.00009421956,0.00001793456,0.001080455,0.0006545699,0.00001278585,0.0004436147],"genre_scores_gemma":[0.994576,0.0002410615,0.004416062,0.0001283777,0.00001472547,0.0001468913,0.0002145917,0.00001420533,0.0002480829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005534912,"threshold_uncertainty_score":0.4481933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00896792055640774,"score_gpt":0.2532595383239799,"score_spread":0.2442916177675722,"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."}}