{"id":"W1983067516","doi":"10.5489/cuaj.09159","title":"Development and validation of a virtual reality transrectal ultrasound guided prostatic biopsy simulator","year":2011,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Construct validity; Face validity; Virtual reality; Computer science; Content validity; Reliability (semiconductor); Biopsy; Prostate biopsy; Ultrasound; Haptic technology; Simulation; Medicine; Prostate; Radiology; Surgery; Artificial intelligence; Psychometrics; Patient satisfaction","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":[0.0008121812,0.00009601439,0.0002237931,0.000119119,0.0001395161,0.00002245895,0.00003911137,0.0001524457,0.0006190466],"category_scores_gemma":[0.0009341583,0.00007738832,0.00006162656,0.0001567214,0.00003796312,0.00007464934,0.000003829279,0.0002262165,0.000006866153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002795229,"about_ca_system_score_gemma":0.0003423448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002157475,"about_ca_topic_score_gemma":0.00007928058,"domain_scores_codex":[0.9987893,0.0001098005,0.000452903,0.0001320807,0.00027284,0.0002430737],"domain_scores_gemma":[0.9987953,0.0002048263,0.0002195351,0.00004910375,0.0002138085,0.0005174216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002314942,0.0001365557,0.9816275,0.00001473358,0.0002231277,0.00007715738,0.005021601,0.0001416766,0.0005777212,0.001052494,0.0001306013,0.01076539],"study_design_scores_gemma":[0.002459292,0.0002302407,0.990272,0.00001983383,0.00007106983,0.0002589432,0.0003278328,0.000387271,0.0009621556,0.0004708111,0.004410617,0.0001299033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962786,0.00001768533,0.0003544152,0.0005494411,0.00007918433,0.0001464108,0.00001044063,0.00001680653,0.00254698],"genre_scores_gemma":[0.9983672,0.000004592148,0.001021311,0.0004527078,0.00005443878,0.00000273691,0.00002098364,0.0000066445,0.00006937583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01063549,"threshold_uncertainty_score":0.6778126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05426221497166216,"score_gpt":0.2728000442072538,"score_spread":0.2185378292355916,"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."}}