{"id":"W2754875607","doi":"10.1002/bdr2.1115","title":"Analytic Methods for Evaluating Patterns of Multiple Congenital Anomalies in Birth Defect Registries","year":2017,"lang":"en","type":"review","venue":"Birth Defects Research","topic":"Folate and B Vitamins Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Etiology; Computer science; Cluster analysis; Multiple birth; Pediatrics; Statistics; Medicine; Artificial intelligence; Biology; Pathology; Mathematics; Pregnancy; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01398394,0.0006187789,0.003674191,0.002884693,0.0003841229,0.0002023749,0.001003751,0.0006790185,0.0001328657],"category_scores_gemma":[0.02759931,0.0004715759,0.001522933,0.001241396,0.0005979527,0.0001621939,0.0006671469,0.001792038,0.00005830524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004697425,"about_ca_system_score_gemma":0.003205258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008594479,"about_ca_topic_score_gemma":0.0007730279,"domain_scores_codex":[0.9914398,0.002914759,0.00133868,0.001166277,0.001571327,0.001569216],"domain_scores_gemma":[0.9861811,0.009614295,0.0005303979,0.001988392,0.001309525,0.0003762534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003370021,0.000212167,0.00780819,0.0909773,0.0007439164,0.0001384222,0.0001207633,5.190923e-7,0.00006361633,0.00005408911,0.0001292041,0.8994148],"study_design_scores_gemma":[0.003616917,0.003697386,0.002678571,0.0273021,0.0008626583,0.0001471327,0.0002417639,0.001057607,0.0002309597,0.00008591162,0.9594138,0.000665196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009683642,0.9822475,0.0002426965,0.00002501126,0.0001201795,0.006211723,0.0003790064,0.00004055157,0.00104966],"genre_scores_gemma":[0.009719258,0.9772875,0.003309172,0.000005084524,0.0002267257,0.001178312,0.0002800513,0.0001830577,0.007810832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9592846,"threshold_uncertainty_score":0.9997736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5623675496906066,"score_gpt":0.6214209322453783,"score_spread":0.05905338255477166,"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."}}