{"id":"W2104537415","doi":"10.1016/j.athoracsur.2011.06.008","title":"Variation in Outcomes for Benchmark Operations: An Analysis of The Society of Thoracic Surgeons Congenital Heart Surgery Database","year":2011,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":224,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Benchmark (surveying); Variation (astronomy); Database; Surgery; Cardiothoracic surgery; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006818473,0.0002775892,0.0009404307,0.003220304,0.0005327404,0.001596587,0.001384517,0.0007114015,0.0009469976],"category_scores_gemma":[0.0333146,0.0003299926,0.001120058,0.008436475,0.000634568,0.001320924,0.001650419,0.0007794077,0.0001607805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001520967,"about_ca_system_score_gemma":0.001318162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02208606,"about_ca_topic_score_gemma":0.02462414,"domain_scores_codex":[0.9875848,0.00479268,0.002073368,0.002288892,0.002266251,0.0009940483],"domain_scores_gemma":[0.9621946,0.01458811,0.01362929,0.003758945,0.00396387,0.001865089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001576739,0.00002039828,0.9982187,0.00001188882,0.0002349625,0.00002373076,0.00008876739,0.0001305568,0.0000434654,0.00006942784,0.000273638,0.0007266496],"study_design_scores_gemma":[0.000008641494,0.00004204318,0.9989225,0.000006324706,0.00004683618,0.00006608792,0.0002713473,0.0004191282,0.0000309913,0.00003787853,0.0001420962,0.000006182008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963415,0.0003006906,0.0001355426,0.00008551052,0.000009051236,0.000009454456,0.002862209,0.00000547208,0.000250635],"genre_scores_gemma":[0.9955167,0.00008392648,0.00009476411,0.00002824915,0.000007498785,0.000009600317,0.004220161,0.000006173859,0.00003293932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02208606,"threshold_uncertainty_score":0.04391497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1725304504425385,"score_gpt":0.4097496290110663,"score_spread":0.2372191785685278,"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."}}