{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04615934,0.0006718494,0.0005312964,0.004462978,0.0006012875,0.002630994,0.00286424,0.0008516378,0.0006551454],"category_scores_gemma":[0.1867396,0.000418664,0.0006362352,0.004088874,0.001533509,0.001338036,0.00193954,0.0006961146,0.0002949394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382284,"about_ca_system_score_gemma":0.003082202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03385738,"about_ca_topic_score_gemma":0.0296645,"domain_scores_codex":[0.9606643,0.01957644,0.004799362,0.003409781,0.01015218,0.001397955],"domain_scores_gemma":[0.8619977,0.06447375,0.03881961,0.01174635,0.02145134,0.001511153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002067546,0.00003902289,0.9941686,0.0000696249,0.0001009152,0.00002803325,0.0002301178,0.0003188851,0.00009984592,0.0001242964,0.0003423487,0.004271415],"study_design_scores_gemma":[0.00004662492,0.0001145415,0.9935219,0.0001586818,0.00008465483,0.0002070187,0.00049249,0.003586259,0.000452905,0.0001975575,0.001125274,0.00001227449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828302,0.00118276,0.00623957,0.0003702484,0.0001571365,0.0004415773,0.004961391,0.00006843497,0.003748776],"genre_scores_gemma":[0.9898787,0.000177418,0.003428375,0.0001377705,0.00004979444,0.0001799993,0.005988709,0.00001135958,0.0001479123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04615934,"threshold_uncertainty_score":0.2441168,"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."}}