{"id":"W2531944769","doi":"10.1111/dme.13271","title":"Validation of administrative and clinical case definitions for gestational diabetes mellitus against laboratory results","year":2016,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Assistance publique-Hôpitaux de Paris; Alberta Innovates","keywords":"Medicine; Gestational diabetes; Diabetes mellitus; Impaired glucose tolerance; Pregnancy; Population; Gestational age; Glucose tolerance test; Outpatient clinic; Obstetrics; Diagnosis code; Pediatrics; Emergency medicine; Gestation; Type 2 diabetes; Internal medicine; Insulin resistance; Endocrinology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136762,0.0001291516,0.000350866,0.0001694403,0.00006731741,0.000005629096,0.00004541743,0.00006513923,0.00006562698],"category_scores_gemma":[0.005708741,0.00008332155,0.00005542649,0.0001699532,0.0005367663,0.00007639898,0.0000243669,0.00007748679,0.000008059649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003411119,"about_ca_system_score_gemma":0.0001779282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003434162,"about_ca_topic_score_gemma":0.000003106546,"domain_scores_codex":[0.9983259,0.0001141127,0.0006542993,0.0002957019,0.0003554365,0.000254483],"domain_scores_gemma":[0.9956775,0.002961999,0.0001852292,0.0002060675,0.0006733841,0.0002957733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003892323,0.004598355,0.2151105,0.00674691,0.003613609,0.001180716,0.002387792,0.00001582186,0.09270592,0.1152554,0.08619559,0.4682971],"study_design_scores_gemma":[0.08658163,0.02721948,0.7190514,0.006597319,0.002482367,0.00007897735,0.003578373,0.001541149,0.07820096,0.0305507,0.04286226,0.001255436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849786,0.0004185109,0.0007968982,0.01054148,0.0001111014,0.0008478255,0.000884806,0.00002401396,0.001396722],"genre_scores_gemma":[0.994528,0.0008796344,0.003060895,0.0005055671,0.0001685374,0.0001270868,0.0005016889,0.00001488021,0.0002137139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5039408,"threshold_uncertainty_score":0.6834308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112970440226037,"score_gpt":0.3897154734935964,"score_spread":0.2784184294709926,"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."}}