{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004197397,0.0002209272,0.001248574,0.0004635166,0.000135986,0.000008739662,0.0001748122,0.00008496183,0.0001870344],"category_scores_gemma":[0.001680819,0.0001413899,0.001870705,0.00159529,0.0003387372,0.0002934307,0.0001258584,0.0001290854,0.000001438122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001874309,"about_ca_system_score_gemma":0.0003645199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665722,"about_ca_topic_score_gemma":0.001104378,"domain_scores_codex":[0.9973167,0.0004893233,0.001103363,0.0002946501,0.0004705572,0.0003254141],"domain_scores_gemma":[0.9944084,0.003407718,0.0003048508,0.001029797,0.0007515745,0.00009763876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009643893,0.0008821404,0.9848651,0.0004589431,0.003192071,0.000001950074,0.002147411,0.00003179853,0.001511371,0.00004160137,0.001798649,0.004104584],"study_design_scores_gemma":[0.00005982974,0.00003641488,0.9844922,0.0001695598,0.00209061,0.000002435739,0.001132997,0.00241979,0.009290712,0.0001054621,0.00004876798,0.0001511619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959547,0.0009351449,0.00008897702,0.001350135,0.0001779387,0.000658427,0.0007566504,0.00001793658,0.00006011168],"genre_scores_gemma":[0.9986429,0.0002366912,0.000345682,0.0003901165,0.00002943252,0.00008671365,0.0001576262,0.00002245315,0.00008834133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007779341,"threshold_uncertainty_score":0.5765715,"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."}}