{"id":"W3110391469","doi":"10.3389/fped.2020.573090","title":"Data Quality Assessment on Congenital Anomalies in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ontario Stroke Network; Children's Hospital of Eastern Ontario; Hospital for Sick Children; University of Ottawa","funders":"Public Health Agency of Canada; Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research; University of Ottawa; Alberta Health Services","keywords":"Medicine; Kappa; Pediatrics; Tetralogy of Fallot; Internal medicine; Heart disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02710563,0.0006188733,0.001344227,0.01407285,0.004016644,0.004059833,0.003971891,0.0006367029,0.004600897],"category_scores_gemma":[0.1273439,0.000633737,0.001632401,0.04225232,0.00127935,0.0009594744,0.002824675,0.0009776847,0.000446476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0877477,"about_ca_system_score_gemma":0.2238163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912452,"about_ca_topic_score_gemma":0.9883413,"domain_scores_codex":[0.9408792,0.005872349,0.01126244,0.003929892,0.03537303,0.002682989],"domain_scores_gemma":[0.7062962,0.03488015,0.04282902,0.01040294,0.1973365,0.008255099],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003046188,0.00004198933,0.8662103,0.004758366,0.001157033,0.0001529819,0.00249936,0.001936001,0.0002422983,0.002753325,0.06888825,0.05105548],"study_design_scores_gemma":[0.00007606073,0.00003976837,0.9381757,0.002201998,0.000324638,0.00008359295,0.001083904,0.001552736,0.0002632041,0.0004198308,0.05570968,0.00006879974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1451076,0.01359104,0.007523125,0.008045359,0.000391697,0.00362719,0.7821362,0.0007060985,0.03887177],"genre_scores_gemma":[0.693108,0.008604053,0.01713527,0.001858983,0.0001479077,0.004678898,0.2689514,0.0002091345,0.005306358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9728944,"threshold_uncertainty_score":0.6366571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05281703197255865,"score_gpt":0.3089829791341563,"score_spread":0.2561659471615977,"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."}}