{"id":"W2278422430","doi":"10.1016/j.athoracsur.2016.01.057","title":"The Society of Thoracic Surgeons Congenital Heart Surgery Database: 2016 Update on Outcomes and Quality","year":2016,"lang":"en","type":"review","venue":"The Annals of Thoracic Surgery","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Database; Quality management; Publication; Quality (philosophy); Cardiothoracic surgery; National database; Annals; MEDLINE; Surgery; Operations management","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":[0.005251438,0.0008156053,0.003372438,0.01040702,0.0001777824,0.00166265,0.001589285,0.0008649732,0.005039027],"category_scores_gemma":[0.03001541,0.0004223243,0.002825641,0.01644122,0.0003953929,0.001822001,0.001873196,0.001269246,0.001414105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137267,"about_ca_system_score_gemma":0.009753271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01612758,"about_ca_topic_score_gemma":0.03996427,"domain_scores_codex":[0.9961111,0.0007006681,0.001654878,0.0002442762,0.001134229,0.0001549141],"domain_scores_gemma":[0.9795485,0.007278496,0.00628464,0.0006625351,0.005564626,0.0006612156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00045682,0.0001132549,0.03957488,0.1144739,0.006715127,0.00007605024,0.0001677642,0.0006483218,0.0001237296,0.002576261,0.3728824,0.4621915],"study_design_scores_gemma":[0.0006149455,0.0001221969,0.1889206,0.13309,0.01268858,0.0005193348,0.0003304564,0.0004796095,0.0002617021,0.003364823,0.6594258,0.000181933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003871532,0.8681892,0.0006892437,0.0049218,0.001011384,0.000169243,0.1177798,0.00008869419,0.003279195],"genre_scores_gemma":[0.02108102,0.8843197,0.002820569,0.0026483,0.001097023,0.000420564,0.08661558,0.00004926473,0.000948054],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01612758,"threshold_uncertainty_score":0.03206742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3895434713863151,"score_gpt":0.462746475714309,"score_spread":0.07320300432799398,"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."}}