{"id":"W2144960783","doi":"10.1016/j.athoracsur.2004.04.041","title":"Training Residents in Mitral Valve Surgery","year":2004,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Cancer Centre","funders":"","keywords":"Medicine; Mitral valve; Cardiology; Internal medicine","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":[0.003627052,0.0001483687,0.0005972341,0.0003395223,0.00005702202,0.00001439056,0.0000864572,0.00009084876,0.0001895712],"category_scores_gemma":[0.001396908,0.0001070605,0.0009396111,0.000636568,0.0001197507,0.0001188927,0.00002708248,0.0002326605,0.00003105376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001909076,"about_ca_system_score_gemma":0.0002259911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001388406,"about_ca_topic_score_gemma":0.00001592649,"domain_scores_codex":[0.9981272,0.0002150125,0.0006317283,0.0002008586,0.0004198512,0.0004053678],"domain_scores_gemma":[0.9966336,0.002643304,0.0001855348,0.0003018235,0.00009905113,0.0001367172],"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":[0.002098487,0.0005300069,0.3572738,0.0002806106,0.0005656989,0.0005618798,0.003942669,0.001729625,0.0002154481,0.0003836887,0.001176101,0.6312419],"study_design_scores_gemma":[0.0005041798,0.00003603193,0.9805465,0.001718553,0.00008690273,0.00007566268,0.001137781,0.00007024794,0.008075783,0.005127161,0.002336179,0.0002850571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903542,0.0009798977,0.00002787496,0.00478474,0.0002192499,0.0001304279,0.000002892077,0.00005292751,0.003447738],"genre_scores_gemma":[0.9977,0.000174443,0.00004605451,0.001793704,0.000141947,0.00000743286,0.00001657805,0.0000226795,0.00009713459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6309569,"threshold_uncertainty_score":0.4365802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2865667945979459,"score_gpt":0.4347735538670122,"score_spread":0.1482067592690663,"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."}}