{"id":"W3081002510","doi":"10.1016/j.diabres.2020.108378","title":"Performance of early pregnancy HbA1c for predicting gestational diabetes mellitus and adverse pregnancy outcomes in obese European women","year":2020,"lang":"en","type":"article","venue":"Diabetes Research and Clinical Practice","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lawson Health Research Institute","funders":"Western Sydney University; ZonMw; Novo Nordisk Fonden; National Institute for Health and Care Research; KU Leuven; Diabetes UK","keywords":"Medicine; Gestational diabetes; Pregnancy; Diabetes mellitus; Obstetrics; Obesity; Adverse effect; Gestation; Internal medicine; 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":[0.003531004,0.0005258439,0.0005089137,0.000773148,0.0003409949,0.00132425,0.0004504551,0.001001582,0.0008579853],"category_scores_gemma":[0.007390313,0.0002836023,0.0008697133,0.0007379762,0.0003669471,0.0006331022,0.0006082133,0.0007096271,0.0002255998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003813846,"about_ca_system_score_gemma":0.0005144351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006073877,"about_ca_topic_score_gemma":0.004447183,"domain_scores_codex":[0.9990792,0.0004963195,0.00008100918,0.0001289284,0.00008507196,0.0001295101],"domain_scores_gemma":[0.9976421,0.001211708,0.0004937325,0.0001468023,0.0001935837,0.0003119515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008444285,0.00007115081,0.9942848,0.00001119111,0.0001532275,0.00007755971,0.0001215123,0.0002243035,0.000133896,0.00005105824,0.00007412766,0.003952725],"study_design_scores_gemma":[0.00004703599,0.0003947785,0.9955232,0.00004449181,0.0002583646,0.0003305287,0.000426795,0.002322251,0.0001513772,0.0001594923,0.0003261335,0.00001556133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983216,0.0006655282,0.0001258029,0.0001143567,0.00002408714,0.000003176731,0.0000680269,0.00000300696,0.0006744491],"genre_scores_gemma":[0.9992611,0.0001847219,0.0001745039,0.00004598058,0.00001809466,0.000003391063,0.000110144,0.000002758829,0.0001992517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006073877,"threshold_uncertainty_score":0.01867396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09141864421325409,"score_gpt":0.4137354163748235,"score_spread":0.3223167721615695,"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."}}