{"id":"W2903259599","doi":"10.1111/dme.13030","title":"Validation of administrative data case definitions for gestational diabetes mellitus","year":2015,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"Canadian Institutes of Health Research; Assistance publique-Hôpitaux de Paris","keywords":"Gestational diabetes; Medicine; Diabetes mellitus; Obstetrics; Gestational age; Diagnosis code; Pregnancy; Gestation; Pediatrics; Environmental health; Population; Endocrinology","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":[0.0009264591,0.0001301343,0.0003235349,0.000199171,0.00005416719,0.000008410904,0.0001404033,0.00004340837,0.0001868886],"category_scores_gemma":[0.003679851,0.0001055846,0.0000358001,0.0002479949,0.0002544617,0.0001257807,0.00006762547,0.00008640676,0.00001791875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004875919,"about_ca_system_score_gemma":0.0003129329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002462444,"about_ca_topic_score_gemma":0.000005160019,"domain_scores_codex":[0.9983698,0.00006215621,0.0004108934,0.0002928905,0.0005871647,0.0002770858],"domain_scores_gemma":[0.9974976,0.0007534613,0.0001304159,0.0004728421,0.0007761698,0.0003695138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001548819,0.005121681,0.06833056,0.01022859,0.003612172,0.001459463,0.008432758,0.0004860288,0.01763223,0.2427586,0.5524074,0.0879816],"study_design_scores_gemma":[0.09949786,0.0447542,0.1203745,0.005635454,0.0089583,0.0009592721,0.03762471,0.0890842,0.1048793,0.2860877,0.1992168,0.002927593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672554,0.001552584,0.006747884,0.01264331,0.0002767465,0.002123134,0.001319421,0.00005674288,0.008024829],"genre_scores_gemma":[0.9802276,0.00006556747,0.0111499,0.0004161728,0.0001859327,0.0001830808,0.007463745,0.00001788778,0.00029015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3531907,"threshold_uncertainty_score":0.4405391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2915608590514702,"score_gpt":0.4104340709802523,"score_spread":0.1188732119287821,"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."}}