{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002231528,0.0001716281,0.0005249647,0.0001178297,0.00003838793,0.000005912184,0.00007224635,0.00004477125,0.0002153533],"category_scores_gemma":[0.0008652711,0.0001053351,0.00004441248,0.0002753883,0.0001495408,0.00008889136,0.00003696313,0.0001374375,0.00001388261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002599229,"about_ca_system_score_gemma":0.0000666036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002299849,"about_ca_topic_score_gemma":0.000002317988,"domain_scores_codex":[0.9984585,0.0000635449,0.0002988265,0.0002453775,0.0006376804,0.0002960717],"domain_scores_gemma":[0.9986815,0.0004358155,0.0001640326,0.0001382854,0.0002876143,0.0002927943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006190174,0.0001017739,0.9744317,0.0006735806,0.0006448806,0.000005863345,0.00245217,0.00001578406,0.00354438,0.002488544,0.0004383088,0.01514114],"study_design_scores_gemma":[0.003039773,0.001173661,0.9896637,0.0004149897,0.0002304307,1.973483e-7,0.0004542997,0.0003892269,0.002883005,0.0004815142,0.001158392,0.0001107862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800689,0.004121627,0.000258748,0.01360382,0.00003768231,0.0005776844,0.00003317485,0.00003686697,0.001261503],"genre_scores_gemma":[0.9970489,0.0004198273,0.0006715067,0.001286291,0.00005942708,0.0000362704,0.00009672223,0.00001903235,0.0003619916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01698004,"threshold_uncertainty_score":0.4295441,"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."}}