{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04994743,0.0006149901,0.0006358721,0.003506841,0.0006929669,0.002272964,0.003343749,0.0007505636,0.0007075031],"category_scores_gemma":[0.194637,0.0005004572,0.0007743023,0.002642236,0.00134458,0.0009294119,0.001704509,0.0009678131,0.0003049832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770428,"about_ca_system_score_gemma":0.003606152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03197635,"about_ca_topic_score_gemma":0.02296092,"domain_scores_codex":[0.9479496,0.02596656,0.006282364,0.003779764,0.01454275,0.001478976],"domain_scores_gemma":[0.8606516,0.06226975,0.03328155,0.01817537,0.02420538,0.001416434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002587208,0.00006214985,0.9905036,0.00007424819,0.0001237481,0.00004586456,0.0004457399,0.0008129144,0.0001344977,0.0004662197,0.0007779327,0.006294336],"study_design_scores_gemma":[0.00009233777,0.0001510643,0.9858672,0.0002044037,0.0001141061,0.0003254024,0.0005477454,0.008458304,0.0008134684,0.0004308004,0.002975253,0.00001996308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672057,0.001013528,0.01685238,0.0006886957,0.0002312846,0.001043494,0.006707312,0.0001491278,0.00610853],"genre_scores_gemma":[0.9829716,0.0001949339,0.008217547,0.0002292454,0.00006317772,0.0004620116,0.00753532,0.00002358211,0.0003025693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04994743,"threshold_uncertainty_score":0.2641504,"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."}}