{"id":"W3090612826","doi":"10.1111/dme.14413","title":"Metabolic phenotypes of early gestational diabetes mellitus and their association with adverse pregnancy outcomes","year":2020,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute","funders":"Western Sydney University; Novo Nordisk Fonden; ZonMw; University of Western Sydney","keywords":"Medicine; Gestational diabetes; Pregnancy; Diabetes mellitus; Obstetrics; Gestation; Association (psychology); Endocrinology; Genetics","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":[0.0005467729,0.000288814,0.0002045627,0.0006440915,0.0001376261,0.0003756786,0.0001859745,0.0002890727,0.0006582321],"category_scores_gemma":[0.002282351,0.0001115273,0.0002027396,0.000713539,0.0001946664,0.0001863938,0.0003025055,0.0005272406,0.00007936045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001393682,"about_ca_system_score_gemma":0.0001774743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001380639,"about_ca_topic_score_gemma":0.001149702,"domain_scores_codex":[0.9997537,0.00009072058,0.00003344328,0.00004220987,0.0000415079,0.00003844367],"domain_scores_gemma":[0.9987522,0.0002309046,0.0007755028,0.00004874552,0.00005991955,0.0001326873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002045563,0.00001794885,0.9956559,0.00002165159,0.00004622667,0.0001152008,0.00002636751,0.00007415078,0.0002371875,0.0000492515,0.00004209877,0.003509483],"study_design_scores_gemma":[0.000005047314,0.00006696436,0.9985791,0.00001793855,0.00002674173,0.0007713779,0.00005820106,0.0001819081,0.00006831514,0.00007308304,0.0001484913,0.000002824113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958926,0.00271963,0.0003215697,0.0001428381,0.00001164578,0.000006320707,0.0003269793,0.000003723279,0.0005745661],"genre_scores_gemma":[0.9985066,0.0008909076,0.0002665882,0.00002543845,0.00001842758,0.000006955978,0.0002018235,0.000001073095,0.00008208391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001380639,"threshold_uncertainty_score":0.0028916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174513118904547,"score_gpt":0.2576632949667607,"score_spread":0.240211983076306,"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."}}