{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007018248,0.0004951303,0.001929755,0.001888365,0.00008460078,0.00008776843,0.0004012683,0.0004613835,0.00008231973],"category_scores_gemma":[0.01629372,0.0004487245,0.0005653763,0.001118693,0.000123492,0.00009983009,0.000215877,0.0008381623,0.0001049593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006876748,"about_ca_system_score_gemma":0.0006855159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.753863e-7,"about_ca_topic_score_gemma":0.000001631454,"domain_scores_codex":[0.9964458,0.0002927591,0.0008571968,0.0008020368,0.0006767478,0.0009254651],"domain_scores_gemma":[0.9848279,0.0135066,0.0004558106,0.0004618826,0.0004177325,0.0003300552],"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":[0.000005545303,0.0002629956,0.0002033518,0.06782961,0.0001230033,0.000001498098,0.000008329484,0.000003026197,4.341413e-8,0.005927114,0.03123064,0.8944048],"study_design_scores_gemma":[0.001516583,0.0004917184,0.0005065437,0.006399131,0.000230501,0.000001793525,0.00001089915,0.0002955104,9.346267e-8,0.00076652,0.9894195,0.0003611875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002875394,0.9844006,0.001249981,0.001524438,0.008144509,0.004078138,0.0003901726,0.0000479301,0.0001613764],"genre_scores_gemma":[0.000008595098,0.9870028,0.001032168,0.00007929422,0.0006730318,0.00228512,0.007954355,0.00008098821,0.0008836357],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9581889,"threshold_uncertainty_score":0.9997965,"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."}}