{"id":"W2066754050","doi":"10.1007/s00464-008-0043-5","title":"Psychomotor performance measured in a virtual environment correlates with technical skills in the operating room","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Psychomotor learning; Medicine; Task (project management); Laparoscopic surgery; Trainer; Laparoscopic cholecystectomy; Laparoscopy; Virtual reality; CLIPS; Simulation; Physical therapy; Surgery; Computer science; Artificial intelligence; Engineering","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":[0.0002600684,0.0003447564,0.0001373549,0.0003082484,0.0001299063,0.00063746,0.0002412275,0.0003129095,0.002046357],"category_scores_gemma":[0.005886463,0.0001738476,0.000157297,0.000168766,0.0002805237,0.0002458847,0.000456963,0.0004507145,0.000407956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794575,"about_ca_system_score_gemma":0.0002500308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263961,"about_ca_topic_score_gemma":0.0009752932,"domain_scores_codex":[0.9996854,0.00008024955,0.00002502592,0.0000495891,0.00008039348,0.0000792511],"domain_scores_gemma":[0.9970396,0.0009968844,0.0009041975,0.0001314512,0.0002779511,0.0006498749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005445215,0.003161428,0.8324521,0.0001675593,0.0003656719,0.0004594085,0.001226855,0.004712367,0.1113068,0.0001674069,0.0008485889,0.03968659],"study_design_scores_gemma":[0.00001609534,0.001416722,0.994132,0.000007307392,0.00001644773,0.0001417566,0.0001750763,0.00127829,0.00261132,0.00005613235,0.0001366377,0.00001234682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992676,0.00002433478,0.0001994218,0.000009852319,0.000003386825,0.000005390918,0.00003698397,0.00001154528,0.0004414244],"genre_scores_gemma":[0.9994588,0.0000427027,0.0001788079,0.00001039278,0.000002637002,0.000006179614,0.00006949177,0.000003599714,0.0002273269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002046357,"threshold_uncertainty_score":0.006845713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944709363273947,"score_gpt":0.2666856112276573,"score_spread":0.2472385175949179,"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."}}