{"id":"W2064249883","doi":"10.1016/j.amjsurg.2006.11.032","title":"Randomized controlled trial of virtual reality simulator training: transfer to live patients","year":2007,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":214,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Virtual reality; Simulation; Randomized controlled trial; Transfer of training; Computer science; Training (meteorology); Human–computer interaction; Psychology; Medicine; Physics; Surgery; Knowledge management","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":[0.009098319,0.0001492332,0.002759101,0.0002623442,0.00004381606,0.000007958883,0.00008942954,0.00003338258,0.0001314394],"category_scores_gemma":[0.003922979,0.00007934837,0.001219219,0.0003731573,0.0003538825,0.00004911119,0.000008327645,0.0002403923,0.000003408121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003440294,"about_ca_system_score_gemma":0.0001813867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001673442,"about_ca_topic_score_gemma":5.644757e-7,"domain_scores_codex":[0.9966341,0.0005962376,0.001716873,0.000103685,0.0006995882,0.0002494849],"domain_scores_gemma":[0.9845996,0.01389865,0.0005926961,0.0001539786,0.0004446571,0.0003103673],"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":[0.9528645,0.0003035197,0.001213373,0.000002998851,0.0005128986,0.00002291003,0.002546784,0.0003871441,0.00003904248,0.00003550162,0.00001806552,0.04205326],"study_design_scores_gemma":[0.9866588,0.00108035,0.009161956,0.0001019586,0.0003948746,0.00001194455,0.001978202,0.0001516268,0.00008251258,0.00003180563,0.0002494329,0.00009659048],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957235,0.00002157901,0.0017664,0.0006005521,0.0004445472,0.0008348926,0.000002557886,0.00001044041,0.000595561],"genre_scores_gemma":[0.9986109,0.00001950708,0.00003287993,0.0009207494,0.0003647576,0.000004836904,0.000001658316,0.00001611318,0.00002859537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04195667,"threshold_uncertainty_score":0.4696456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0611256784499074,"score_gpt":0.3292793182679443,"score_spread":0.2681536398180369,"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."}}