{"id":"W2016169146","doi":"10.5489/cuaj.222","title":"Robotic surgery basic skills training: Evaluation of a pilot multidisciplinary simulation-based curriculum","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Robotic surgery; Task (project management); Multidisciplinary approach; Medicine; Medical education; Medical physics; Simulation; Physical therapy; Computer science; Psychology; Surgery; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002514373,0.0001589662,0.0004362731,0.0003779496,0.0002253058,0.00005819331,0.0000736408,0.0001996366,0.004840565],"category_scores_gemma":[0.00565317,0.0001296971,0.0002436307,0.0004444321,0.00004336577,0.0001592976,0.000007208228,0.0004220071,0.00008784284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008624878,"about_ca_system_score_gemma":0.001326678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004896444,"about_ca_topic_score_gemma":0.0001314445,"domain_scores_codex":[0.9972157,0.0004821819,0.0006809899,0.0002084826,0.0009493259,0.000463284],"domain_scores_gemma":[0.9951147,0.00213975,0.0004919113,0.0001169757,0.001352773,0.0007838224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000213696,0.0002020189,0.7227156,0.00000562226,0.000070961,0.00001117789,0.0001267367,0.2555454,0.00001776555,0.00002223138,0.0002505111,0.02101056],"study_design_scores_gemma":[0.001893128,0.0001547309,0.6163847,0.0000314587,0.0001183407,0.000008657453,0.0001066119,0.3802337,0.000003669805,0.000504916,0.0004576457,0.0001024491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911504,0.00007503918,0.0004933212,0.005324465,0.0003417237,0.000470397,0.000005815588,0.00003446915,0.002104377],"genre_scores_gemma":[0.9981647,0.000002848416,0.0002267084,0.001195808,0.0002642701,0.00002175168,0.0000526631,0.0000152424,0.00005597762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1246883,"threshold_uncertainty_score":0.9960691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06137836556373578,"score_gpt":0.3044842499216143,"score_spread":0.2431058843578785,"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."}}