{"id":"W1989549836","doi":"10.1097/gco.0000000000000049","title":"How should we screen for gestational diabetes?","year":2014,"lang":"en","type":"review","venue":"Current Opinion in Obstetrics & Gynecology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; Pregnancy; Excellence; Diabetes mellitus; Population; Asymptomatic; Obstetrics; Family medicine; Gynecology; Gestation; Internal medicine; Endocrinology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003407247,0.001321675,0.005438821,0.003298449,0.000398746,0.002258753,0.001688762,0.002937871,0.005213199],"category_scores_gemma":[0.02188651,0.0005234074,0.002350996,0.003803065,0.0009708715,0.002748495,0.0009986354,0.002693497,0.001102465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144975,"about_ca_system_score_gemma":0.004225787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003743208,"about_ca_topic_score_gemma":0.004005801,"domain_scores_codex":[0.9977223,0.0007415577,0.0006942033,0.0002708055,0.0004815841,0.00008953422],"domain_scores_gemma":[0.9896416,0.007007069,0.001716503,0.0001320991,0.001262162,0.0002404399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002512292,0.00002812318,0.0006827991,0.3559235,0.001280164,0.0001953715,0.0001420659,0.0002043361,0.0001177664,0.001443027,0.04110608,0.5986255],"study_design_scores_gemma":[0.0001653382,0.0001422315,0.00338601,0.626048,0.006513541,0.001629869,0.0003259796,0.0001444306,0.0001462065,0.002825859,0.3586137,0.00005888404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003017755,0.9982179,0.00003316631,0.001107489,0.0004719376,0.000008749789,0.000024136,0.000002464492,0.0001038507],"genre_scores_gemma":[0.0005550518,0.9974964,0.00009964998,0.001310876,0.0004339427,0.00001946035,0.00002857062,0.000001807987,0.00005412045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005438821,"threshold_uncertainty_score":0.01801944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2105203476469387,"score_gpt":0.4413471644843793,"score_spread":0.2308268168374406,"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."}}