{"id":"W2096163172","doi":"10.1161/circulationaha.107.756379","title":"Long-Term Results of Heart Operations Performed by Surgeons-in-Training","year":2008,"lang":"en","type":"article","venue":"Circulation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Proportional hazards model; Hazard ratio; Logistic regression; Myocardial infarction; Stroke (engine); Heart failure; Destination therapy; Surgery; Internal medicine; Intra-aortic balloon pump; Coronary artery bypass surgery; Cardiology; Emergency medicine; Artery; Heart transplantation; Confidence interval; Cardiogenic shock","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002157343,0.00007100143,0.0001914864,0.0001087835,0.00007586649,0.000004913682,0.00002089351,0.00006803407,0.0001353167],"category_scores_gemma":[0.0002763765,0.00006914178,0.00005248592,0.00030491,0.00004750283,0.0001013066,0.000005422893,0.00009596331,0.0000134118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004182088,"about_ca_system_score_gemma":0.00008937388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004437905,"about_ca_topic_score_gemma":0.00002335572,"domain_scores_codex":[0.9991157,0.00003243361,0.0003648181,0.0001553163,0.0001955964,0.0001361285],"domain_scores_gemma":[0.9995382,0.0001151951,0.00004122205,0.0001306066,0.0001014713,0.00007333282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001032723,0.00008095038,0.9886004,0.00001393343,0.00001048665,0.0000117549,0.001249764,0.00368828,0.003085688,0.0000594197,0.0000552597,0.003040777],"study_design_scores_gemma":[0.003412785,0.00002348512,0.9833229,0.00006339748,0.00000966455,0.00003897235,0.00006010922,0.01216181,0.0005086783,0.00000470797,0.0003260626,0.0000674128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951647,0.00004993252,0.0002764598,0.0002951532,0.00006116813,0.00019132,0.000005577318,0.00003475106,0.003920943],"genre_scores_gemma":[0.9993087,0.00001067251,0.0001254794,0.0001122165,0.00003477412,0.000005642783,0.0002928166,0.000009432811,0.0001002414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00847353,"threshold_uncertainty_score":0.281952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07050463260787901,"score_gpt":0.3154747344893325,"score_spread":0.2449701018814535,"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."}}