{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00284749,0.001001471,0.0009114258,0.001400368,0.0004050966,0.0008463588,0.001133393,0.0007847119,0.00226937],"category_scores_gemma":[0.00605636,0.0003742888,0.00130543,0.0006695578,0.0003436871,0.0004609171,0.0006147719,0.0005721145,0.0003256823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055358,"about_ca_system_score_gemma":0.001724529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03541597,"about_ca_topic_score_gemma":0.01529768,"domain_scores_codex":[0.9992844,0.0003174311,0.00004795048,0.0001833182,0.0000732355,0.00009360855],"domain_scores_gemma":[0.9980856,0.001292614,0.00024223,0.00008161859,0.00021551,0.00008241389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001254647,0.0004359799,0.6694053,0.0001601327,0.0008019434,0.0006567028,0.0002958407,0.2789301,0.000994227,0.001797175,0.001847786,0.0434202],"study_design_scores_gemma":[0.0000765239,0.000256272,0.0492891,0.00003384157,0.0002388094,0.0001503002,0.00005501318,0.9482121,0.0001313541,0.001202154,0.0003329285,0.00002156781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657969,0.0006344335,0.03025544,0.0008675695,0.00006416907,0.0001854371,0.0009600252,0.0001924781,0.00104351],"genre_scores_gemma":[0.9932842,0.0002378959,0.004707873,0.00006628167,0.00002623856,0.0001464156,0.0007270293,0.000007814892,0.0007962236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03541597,"threshold_uncertainty_score":0.07041967,"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."}}