{"id":"W2051291511","doi":"10.4103/0974-7796.150475","title":"Transfer of skills on LapSim virtual reality laparoscopic simulator into the operating room in urology","year":2015,"lang":"en","type":"article","venue":"Urology Annals","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Predictive validity; Test (biology); Context (archaeology); Virtual reality; Nonparametric statistics; Criterion validity; Simulation; Physical therapy; Surgery; Construct validity; Computer science; Statistics; Artificial intelligence; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001952552,0.0002849134,0.0001401737,0.0004737757,0.0001723836,0.0003580082,0.0003745511,0.0002362212,0.001922219],"category_scores_gemma":[0.01556444,0.000170202,0.0002173257,0.0002375125,0.0002718056,0.0004076219,0.0006257216,0.0002893484,0.0003537094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158001,"about_ca_system_score_gemma":0.0006832376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419736,"about_ca_topic_score_gemma":0.002535443,"domain_scores_codex":[0.9988697,0.000470562,0.00006200868,0.00008766745,0.0003959469,0.0001140599],"domain_scores_gemma":[0.9954523,0.002039472,0.001127721,0.0002349652,0.0006138979,0.0005316592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002813799,0.0003631771,0.9750549,0.00003438743,0.00002340899,0.0001203664,0.000443085,0.0007541785,0.0009777774,0.00002218654,0.0001761798,0.02174899],"study_design_scores_gemma":[0.000009084962,0.002011552,0.9922203,0.00003353417,0.00001369058,0.0003526338,0.0005413645,0.003405058,0.000961199,0.0000325323,0.0004086732,0.00001034314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992398,0.00003513972,0.0003222962,0.00001552385,0.000003860958,0.00002370371,0.0000283654,0.000009207107,0.000322075],"genre_scores_gemma":[0.9992004,0.00004485407,0.0005297391,0.00001083968,0.000004151285,0.00001654424,0.00006723338,0.000001901144,0.0001243649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001952552,"threshold_uncertainty_score":0.01032627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06665074348457974,"score_gpt":0.3637341914499401,"score_spread":0.2970834479653604,"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."}}