{"id":"W1996689627","doi":"10.1016/j.jtcvs.2006.05.071","title":"Case complexity scores in congenital heart surgery: A comparative study of the Aristotle Basic Complexity score and the Risk Adjustment in Congenital Heart Surgery (RACHS-1) system","year":2007,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto; SickKids Foundation","funders":"","keywords":"Concordance; Medicine; Odds ratio; Heart disease; Cardiac surgery; Odds; Surgery; Cardiology; Internal medicine; Logistic regression","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":[0.00391898,0.0003723676,0.001134911,0.003380112,0.0005410101,0.0008690212,0.0008168069,0.0007791273,0.00190966],"category_scores_gemma":[0.02150206,0.0003411495,0.001193117,0.002827412,0.0005510884,0.001453646,0.001217445,0.0007753758,0.000199712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019847,"about_ca_system_score_gemma":0.0007929932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004619674,"about_ca_topic_score_gemma":0.003742162,"domain_scores_codex":[0.9961957,0.001486726,0.0005263223,0.0004588337,0.001098711,0.0002337021],"domain_scores_gemma":[0.9855545,0.006810495,0.004202823,0.0009513323,0.001244623,0.001236213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00106585,0.0001002879,0.995873,0.0000175595,0.0003188821,0.00005102069,0.0001181997,0.0001337621,0.0000556636,0.0001045563,0.00009964856,0.002061525],"study_design_scores_gemma":[0.00004334976,0.0004511892,0.9986048,0.000004650389,0.00007736542,0.0001218849,0.0001840444,0.0003424836,0.00002707016,0.00006717223,0.00006626131,0.000009709292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988683,0.0003084328,0.0001016568,0.00003142601,0.000009879594,0.0000132993,0.000188969,0.000002167342,0.0004758056],"genre_scores_gemma":[0.9993666,0.0001121901,0.000107167,0.00001020836,0.00002114474,0.00001181009,0.0002945748,0.000002371484,0.00007406806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004619674,"threshold_uncertainty_score":0.02072579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07925677297360671,"score_gpt":0.3144187642653566,"score_spread":0.2351619912917499,"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."}}