{"id":"W4416210711","doi":"10.1302/1358-992x.2025.13.021","title":"RANDOMIZED CONTROLLED TRIAL COMPARING THE EFFICACY OF IMMERSIVE VIRTUAL REALITY AND TRADITIONAL PHYSICAL ARTHROSCOPY SIMULATORS IN ARTHROSCOPIC TRAINING","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Virtual reality; Randomized controlled trial; Session (web analytics); Arthroscopy; Task (project management); Virtual training; Simulation training; Training (meteorology)","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":[0.001697293,0.0002109725,0.001691871,0.0002007174,0.0001341531,0.00002898295,0.00007207668,0.00009777296,0.00003665245],"category_scores_gemma":[0.002774337,0.0001371868,0.0004034303,0.0004510063,0.0005898788,0.0001033764,0.00003743229,0.0003926333,9.679948e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003950157,"about_ca_system_score_gemma":0.0001635902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000107965,"about_ca_topic_score_gemma":0.000001908327,"domain_scores_codex":[0.9981023,0.00008765781,0.0007898636,0.0003243499,0.0004107737,0.0002850754],"domain_scores_gemma":[0.9965554,0.002842459,0.0002615988,0.00008365724,0.000146917,0.0001099418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.950934,0.0004252897,0.005577174,0.00006047453,0.0003289589,0.00000432139,0.004088469,0.0001850135,0.000163951,0.03616128,0.00002208509,0.002048974],"study_design_scores_gemma":[0.959532,0.0002487924,0.008157192,0.000392281,0.0003118228,0.000002997997,0.001551375,0.02831623,0.00009195859,0.001203464,0.00008637257,0.0001055461],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837377,0.0001078868,0.000143908,0.0008776651,0.0002300534,0.002678803,0.000001783194,0.0000352469,0.01218692],"genre_scores_gemma":[0.9991335,0.0000219184,0.00002526737,0.0003627346,0.0002243456,0.0001360437,0.000009511208,0.00001128604,0.00007544865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03495781,"threshold_uncertainty_score":0.5594315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04646599742571251,"score_gpt":0.3244763398827029,"score_spread":0.2780103424569904,"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."}}