{"id":"W2765242593","doi":"10.1016/j.urology.2017.09.023","title":"A Randomized Comparison of 2 Robotic Virtual Reality Simulators and Evaluation of Trainees' Skills Transfer to a Simulated Robotic Urethrovesical Anastomosis Task","year":2017,"lang":"en","type":"article","venue":"Urology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Randomized controlled trial; Cohort; Competence (human resources); Curriculum; Anastomosis; Dreyfus model of skill acquisition; Robotic surgery; Physical therapy; Surgery; Simulation; Medical physics; Psychology; Internal medicine; Computer science","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":[0.001369699,0.0001681519,0.001320661,0.0001517652,0.00008916642,0.00001031315,0.0000973054,0.0002162084,0.0001784465],"category_scores_gemma":[0.002691384,0.0001376181,0.0001830614,0.0001179094,0.000479104,0.00005644249,0.00002947815,0.0001820118,0.000003268732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002251684,"about_ca_system_score_gemma":0.00006809794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005316245,"about_ca_topic_score_gemma":0.00001922787,"domain_scores_codex":[0.9977937,0.0005422056,0.0007076708,0.0003060053,0.0004322021,0.0002182386],"domain_scores_gemma":[0.9976404,0.001332374,0.0001350749,0.0003766675,0.0003181596,0.0001973773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03636233,0.000640652,0.01001717,0.00004573046,0.0003633057,0.000004581492,0.003309669,0.9330812,0.001168388,0.001209378,0.00001109209,0.01378646],"study_design_scores_gemma":[0.1641999,0.0008255559,0.04083446,0.00003357669,0.001026292,0.000003917929,0.00008284722,0.7922251,0.000339497,0.0002792742,0.00003744252,0.000112071],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863833,0.00007196,0.0108116,0.0007980678,0.00009985722,0.00111202,0.000004401235,0.00002479802,0.0006939857],"genre_scores_gemma":[0.9996443,0.000003448904,0.00005686488,0.0001958167,0.00004155232,0.00001233551,0.00001605642,0.00001583799,0.00001378732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408561,"threshold_uncertainty_score":0.5611904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06252574867267238,"score_gpt":0.3876641624840858,"score_spread":0.3251384138114134,"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."}}