{"id":"W4407285156","doi":"10.1093/jcag/gwae059.047","title":"A47 VIRTUAL REALITY SIMULATION TRAINING IN GASTROINTESTINAL ENDOSCOPY: A COCHRANE REVIEW","year":2025,"lang":"en","type":"review","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Queen's University; University of Toronto","funders":"","keywords":"Virtual reality; Medicine; Endoscopy; Computer science; Medical physics; Radiology; Artificial intelligence","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":[0.005107976,0.001696427,0.007984471,0.007102738,0.000559836,0.002580424,0.001931851,0.002285368,0.009509851],"category_scores_gemma":[0.02229304,0.0009845204,0.008266698,0.006374905,0.0007991822,0.002289162,0.001501612,0.001609551,0.0004828677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003928802,"about_ca_system_score_gemma":0.006974752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007336379,"about_ca_topic_score_gemma":0.01133221,"domain_scores_codex":[0.9952365,0.00233361,0.001123764,0.0003110305,0.0008434358,0.0001517473],"domain_scores_gemma":[0.9864698,0.01017956,0.002312478,0.0001526804,0.0007076267,0.0001777934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000655365,0.00003134575,0.0002332592,0.9379283,0.0069419,0.00006547687,0.00006850403,0.0002492512,0.000108941,0.0002720699,0.001642197,0.05180351],"study_design_scores_gemma":[0.001736893,0.0006114474,0.002602401,0.903819,0.06621809,0.0005023109,0.0001418978,0.0003401157,0.0002047983,0.0005860291,0.02318475,0.00005228258],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006405257,0.9982412,0.0001407074,0.0001289122,0.00008236286,0.0002967896,0.0001148283,0.00001254217,0.0003420725],"genre_scores_gemma":[0.01053534,0.9875197,0.0006302483,0.0003142382,0.00006532187,0.0006442317,0.0001099137,0.000004635609,0.0001762764],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009509851,"threshold_uncertainty_score":0.03181368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0497310184341978,"score_gpt":0.3618785723717998,"score_spread":0.312147553937602,"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."}}