{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01162068,0.0004215391,0.0004123808,0.003891679,0.0006330187,0.0008986313,0.001571136,0.0005119128,0.00131868],"category_scores_gemma":[0.05936462,0.0003470299,0.0005886104,0.002842162,0.0005300582,0.000504372,0.0009812046,0.0005587965,0.0004541854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494631,"about_ca_system_score_gemma":0.006068671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09354233,"about_ca_topic_score_gemma":0.08315548,"domain_scores_codex":[0.9909732,0.00301139,0.001501809,0.0008958341,0.002916198,0.0007015083],"domain_scores_gemma":[0.9380068,0.01427981,0.02450511,0.005300496,0.01602971,0.001878036],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008308842,0.00004377776,0.9935378,0.00003592077,0.00002931952,0.00001559432,0.0001314377,0.0001638152,0.000119166,0.0000914487,0.0008987261,0.00484985],"study_design_scores_gemma":[0.00001652143,0.00005273049,0.9965636,0.0000406663,0.00002450823,0.00006018802,0.00007953939,0.001723982,0.0002960454,0.00003641419,0.001100074,0.000005694926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684286,0.0003886639,0.00452861,0.0003473542,0.00008384231,0.001260537,0.01988569,0.0001334164,0.004943294],"genre_scores_gemma":[0.975598,0.0001741206,0.006598358,0.0001186698,0.00004080977,0.000801767,0.01615168,0.00002655102,0.0004900022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9883793,"threshold_uncertainty_score":0.1859957,"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."}}