{"id":"W1587461433","doi":"10.1002/bdra.23287","title":"Pregnancy outcome in women assigned an ICD‐9/ICD‐9‐CM 655.0 code “central nervous system malformation in fetus affecting management of pregnancy”: Can these codes aid in surveillance for central nervous system defects?","year":2014,"lang":"en","type":"article","venue":"Birth Defects Research Part A Clinical and Molecular Teratology","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Health Canada; Public Health Agency of Canada","keywords":"Pregnancy; Neural tube; Medicine; Neural tube defect; Gestation; Obstetrics; Fetus; Pediatrics; Central nervous system; Internal medicine; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003396243,0.0003266076,0.00127573,0.0004102614,0.00009022667,0.00005645494,0.0002830726,0.0003739365,0.000002123446],"category_scores_gemma":[0.002224918,0.0002807752,0.0001528428,0.000553734,0.0002491977,0.000106998,0.0002285199,0.0006734615,0.00000254564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002720072,"about_ca_system_score_gemma":0.0001414134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004037573,"about_ca_topic_score_gemma":0.001901322,"domain_scores_codex":[0.9929633,0.002747164,0.001429637,0.0007815057,0.0004852819,0.001593165],"domain_scores_gemma":[0.9966403,0.001846879,0.0002642274,0.0005722001,0.0001575795,0.0005188272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001619109,0.0005747711,0.9611459,0.008362251,0.0000858678,0.001594398,0.000679209,0.0004838615,0.0001570026,0.003865698,0.000009312552,0.02142256],"study_design_scores_gemma":[0.01217633,0.00367472,0.9456988,0.01313167,0.00004556195,0.0001398466,0.001325703,0.02245137,0.000582926,0.0001370424,0.0001931136,0.0004429027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929765,0.001233322,0.002286647,0.00012501,0.000195205,0.002785572,0.0000601105,0.00008198366,0.0002556444],"genre_scores_gemma":[0.9983665,0.0002234054,0.0005238799,0.00007409409,0.00005037435,0.000618243,0.00007639358,0.00004341255,0.00002368133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02196751,"threshold_uncertainty_score":0.9999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05633194019171791,"score_gpt":0.3725610019493955,"score_spread":0.3162290617576776,"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."}}