{"id":"W2916857260","doi":"10.1016/j.athoracsur.2017.01.004","title":"The Society of Thoracic Surgeons Congenital Heart Surgery Database: 2017 Update on Outcomes and Quality","year":2017,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Tetralogy of Fallot; Atrioventricular canal; Truncus arteriosus; Cardiothoracic surgery; Interquartile range; Cardiac surgery; Surgery; Atrioventricular Septal Defect; Cardiology; Heart disease; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.007394329,0.0003558525,0.001339992,0.000106216,0.001220264,0.00008905145,0.0003269997,0.00009957416,0.00005065366],"category_scores_gemma":[0.004102211,0.0002066353,0.001364756,0.0001492006,0.00179959,0.0002824221,0.0004902293,0.0003137877,0.0000314381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001262435,"about_ca_system_score_gemma":0.0002792419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004684762,"about_ca_topic_score_gemma":0.0001443359,"domain_scores_codex":[0.996711,0.0005309311,0.0009548491,0.0004099657,0.0007981318,0.0005951127],"domain_scores_gemma":[0.9865351,0.009615341,0.0006761511,0.002421928,0.0005191072,0.0002323601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002572108,0.000326466,0.7916416,0.0008177907,0.001654371,0.00002430708,0.0002105439,1.912553e-7,0.0005052444,0.0000898002,0.1303237,0.07183391],"study_design_scores_gemma":[0.00009771167,0.0000409262,0.9757347,0.0004850075,0.000343161,0.0000264859,0.0006056452,0.00002703313,0.01136587,0.0002719455,0.01068223,0.0003192451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962777,0.006526093,0.000002678748,0.02873047,0.0004633627,0.0004007566,0.0005172864,0.00004468064,0.0005376303],"genre_scores_gemma":[0.9920067,0.005773384,0.00002642593,0.001125436,0.0001098441,0.00003119336,0.00004073648,0.00003671686,0.0008496096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1840932,"threshold_uncertainty_score":0.9385404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2317841162484584,"score_gpt":0.4625912571695366,"score_spread":0.2308071409210782,"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."}}