{"id":"W4243891946","doi":"10.5489/cuaj.554","title":"Development and validation of a virtual reality transrectal ultrasound guided prostatic biopsy simulator","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Construct validity; Face validity; Virtual reality; Reliability (semiconductor); Biopsy; Computer science; Prostate biopsy; Simulation; Ultrasound; Content validity; Medicine; Prostate cancer; Radiology; Surgery; Artificial intelligence; Psychometrics; Patient satisfaction; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006294003,0.00009800318,0.0002293701,0.0001143199,0.0001494902,0.00005574768,0.00003719944,0.0001528089,0.0008983553],"category_scores_gemma":[0.001114039,0.00007727351,0.00005955159,0.00016006,0.00003459878,0.0001065848,0.000003883265,0.0002346846,0.00001889179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003300422,"about_ca_system_score_gemma":0.000320334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003270311,"about_ca_topic_score_gemma":0.0000529728,"domain_scores_codex":[0.9987292,0.0001099357,0.0004653538,0.0001316005,0.0003048981,0.0002589894],"domain_scores_gemma":[0.9985569,0.0003252708,0.0002099127,0.0000482947,0.0002910234,0.0005685852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008855449,0.0001225204,0.9701028,0.00002038395,0.0002493885,0.00003589485,0.002123951,0.0008264954,0.001951776,0.0006282256,0.0006557053,0.02319434],"study_design_scores_gemma":[0.002416248,0.0001664001,0.9880959,0.0000198343,0.00004836873,0.0002013955,0.0002857384,0.001325164,0.0004787617,0.0004583169,0.006373783,0.0001300582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957415,0.00001839276,0.0002553904,0.002593727,0.00007028386,0.0002300638,0.000007750334,0.00001656928,0.001066261],"genre_scores_gemma":[0.9984116,0.000004260382,0.0006434813,0.0007153026,0.00007077133,0.000006213224,0.00002870731,0.000006635881,0.0001130076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02306429,"threshold_uncertainty_score":0.983636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03045045793035388,"score_gpt":0.267545773903989,"score_spread":0.2370953159736351,"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."}}