{"id":"W4296981772","doi":"10.1016/s0022-5347(05)64265-6","title":"A Randomized Prospective Blinded Study Validating Acquistion of Ureteroscopy Skills Using A Computer Based Virtual Reality Endourological Simulator","year":2002,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Ureteroscopy; Medicine; Rating scale; Virtual reality; Simulation; Physical therapy; Medical physics; Surgery; Ureter; Computer science; Artificial intelligence","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":[0.002862446,0.0001341365,0.0008599358,0.0001250429,0.00007891996,0.000008557509,0.0001065422,0.0001026631,0.0003221419],"category_scores_gemma":[0.001115892,0.0000748076,0.0002222619,0.0001723463,0.0002309581,0.00004581096,0.00003277986,0.0004056038,0.000001942434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000339146,"about_ca_system_score_gemma":0.00003097965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005789022,"about_ca_topic_score_gemma":4.313533e-7,"domain_scores_codex":[0.9968349,0.00166172,0.0008463208,0.0001233749,0.0003545994,0.0001790265],"domain_scores_gemma":[0.995777,0.002926884,0.0007430562,0.0001560399,0.0003050366,0.00009199607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.4656835,0.005707095,0.0824744,0.00002883259,0.00147521,0.0003111817,0.009189356,0.4265701,0.003582274,0.000323527,0.00001941502,0.004635073],"study_design_scores_gemma":[0.3153696,0.005043671,0.02451465,0.00002584221,0.0008257727,0.0002092952,0.0001423444,0.6532465,0.0002747638,0.0002414533,0.00001873262,0.00008730969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629107,0.0000400589,0.03576902,0.0004060855,0.0001648937,0.0005909348,0.000001309185,0.00001436194,0.0001026709],"genre_scores_gemma":[0.9984524,0.000003109721,0.0006505083,0.0006323015,0.0002448907,0.00000170953,6.389175e-7,0.00001033355,0.000004135161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2266764,"threshold_uncertainty_score":0.3527228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07817645382404924,"score_gpt":0.3564915522491109,"score_spread":0.2783150984250617,"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."}}