{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004959978,0.001586735,0.00633782,0.0008704396,0.000899338,0.001284095,0.001748943,0.00330564,0.01155458],"category_scores_gemma":[0.007901787,0.001007947,0.002124756,0.000805027,0.002007793,0.001578437,0.0007970633,0.003511961,0.0009190745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288224,"about_ca_system_score_gemma":0.0033789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483614,"about_ca_topic_score_gemma":0.00228275,"domain_scores_codex":[0.9952878,0.002688998,0.0006065784,0.000595721,0.0003639031,0.0004570679],"domain_scores_gemma":[0.9931657,0.003560969,0.0009522497,0.0003941243,0.0005760482,0.001350956],"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":[0.977808,0.01423113,0.0002027652,0.000878139,0.0004960098,0.00002717147,0.00005596003,0.0001146299,0.000540662,0.0001104078,0.0001606653,0.005374534],"study_design_scores_gemma":[0.8587526,0.1392651,0.0007350373,0.00007426264,0.000333133,0.000008753412,0.00004016027,0.0002278687,0.0001754348,0.00009687347,0.0002788954,0.0000118631],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485995,0.007377258,0.001629588,0.0007914337,0.002464769,0.03559117,0.0008267461,0.0001836172,0.002536015],"genre_scores_gemma":[0.9199895,0.003157886,0.006756041,0.0009320326,0.0009744135,0.06411848,0.0005177683,0.00002442963,0.00352929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01155458,"threshold_uncertainty_score":0.03865391,"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."}}