{"id":"W4318755009","doi":"10.1097/ede.0000000000001569","title":"Validation of Insurance Billing Codes for Monitoring Antenatal Screening","year":2022,"lang":"en","type":"article","venue":"Epidemiology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Medical record; Gestational diabetes; Obstetrics; Gold standard (test); Confidence interval; Pregnancy; Predictive value; Gestational age; Positive predicative value; Pediatrics; Internal medicine; Gestation","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001413125,0.00004509929,0.0002118523,0.0001024155,0.0001012057,9.389207e-7,0.00005682687,0.00001560681,0.00003152334],"category_scores_gemma":[0.002460062,0.00004143225,0.00005681844,0.00009604094,0.00003695769,0.0000292279,0.00006297676,0.00009607941,0.00000105182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003026807,"about_ca_system_score_gemma":0.00002190449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003677137,"about_ca_topic_score_gemma":2.204332e-7,"domain_scores_codex":[0.9991769,0.00014732,0.0002389988,0.0001354803,0.0001047122,0.000196579],"domain_scores_gemma":[0.9984273,0.001263338,0.00009581406,0.00009072913,0.00007986127,0.00004294842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003269421,0.00006552676,0.9454466,0.0002647428,0.0001056515,0.000006206554,0.00009798897,0.0181092,0.01353662,0.004046189,0.0009655741,0.01702883],"study_design_scores_gemma":[0.001768024,0.001041708,0.9536611,0.00008067588,0.00003212489,0.00001393911,0.0006316475,0.01259571,0.01490552,0.005481857,0.009672391,0.0001153156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544434,0.0005353669,0.04227567,0.002027856,0.0001397203,0.0003623185,0.00005830768,0.00001817435,0.0001392158],"genre_scores_gemma":[0.9766331,0.0000551242,0.02257265,0.0001722341,0.00008484037,0.0001534339,0.0001358067,0.000006755261,0.0001860719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02218971,"threshold_uncertainty_score":0.2945102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202339783145179,"score_gpt":0.3946377437251642,"score_spread":0.2744037654106463,"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."}}