{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002791878,0.0001084517,0.0001564666,0.00004545943,0.00002514734,0.0000198502,0.0004092827,0.00009694617,0.00002588859],"category_scores_gemma":[0.0001576335,0.0001143585,0.00002122921,0.0001590161,0.00002546939,0.000004771375,0.0002494584,0.0002789478,0.00000115274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682161,"about_ca_system_score_gemma":0.001617049,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5890089,"about_ca_topic_score_gemma":0.9744667,"domain_scores_codex":[0.9987776,0.00009383572,0.0002300869,0.0003873279,0.0002562243,0.0002549578],"domain_scores_gemma":[0.9994147,0.00002273766,0.00004155415,0.0003830415,0.0000244984,0.000113514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000666267,0.0000333323,0.9091789,0.00001595085,0.00001024902,0.00002704357,0.00004139362,0.00007923988,0.0001236031,0.000008859197,0.08975185,0.0006629369],"study_design_scores_gemma":[0.0009992576,0.0001697669,0.8191066,0.000002844288,0.000009904643,8.737623e-7,0.0004348179,0.0007392936,0.0001404443,0.00002760097,0.1780704,0.0002981657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947358,0.0002954824,0.0004265802,0.0007237603,0.0004866713,0.0001596751,0.0002818798,0.000003612371,0.002886497],"genre_scores_gemma":[0.9964136,0.000238065,0.001432613,0.0005075597,0.0002372357,0.000005967615,0.000851639,0.00001133221,0.0003019643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3854578,"threshold_uncertainty_score":0.4663405,"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."}}