{"id":"W4414065513","doi":"10.1002/14651858.cd008237.pub4","title":"Virtual reality simulation training for health professions trainees in gastrointestinal endoscopy","year":2025,"lang":"en","type":"article","venue":"Cochrane Database of Systematic Reviews","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; SickKids Foundation; University of Toronto; University Health Network; The Scarborough Hospital; University of Ottawa; University of Calgary","funders":"","keywords":"Virtual reality; Endoscopy; Health professions; Simulation training; Training (meteorology); MEDLINE","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":[0.006564766,0.0005957456,0.002878254,0.002981359,0.0003885483,0.001989604,0.001309081,0.002416927,0.008649954],"category_scores_gemma":[0.03028741,0.0003344648,0.003052762,0.002597262,0.0005527309,0.001626406,0.001159562,0.001146441,0.0004967776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737164,"about_ca_system_score_gemma":0.004291642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002981054,"about_ca_topic_score_gemma":0.005491951,"domain_scores_codex":[0.9944728,0.003731811,0.0008946516,0.0001855237,0.0005856474,0.0001294457],"domain_scores_gemma":[0.9805444,0.01626371,0.002011345,0.0001749462,0.0007711217,0.0002344651],"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":[0.001255896,0.000167376,0.0007603266,0.7135435,0.00215075,0.0001456421,0.0004273583,0.0003294621,0.000211423,0.0009154183,0.005503718,0.2745891],"study_design_scores_gemma":[0.003076266,0.002538013,0.00804143,0.8770274,0.01651868,0.0008084336,0.0009412032,0.0004490206,0.0004817048,0.001520041,0.08850545,0.00009240507],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003104998,0.9933603,0.0002431254,0.0007123688,0.0003605718,0.0004322408,0.0001204289,0.00001048656,0.001655514],"genre_scores_gemma":[0.03996268,0.9545273,0.002044746,0.001234747,0.0004276315,0.001195606,0.0001738571,0.000005836195,0.0004275776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008649954,"threshold_uncertainty_score":0.03471822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2049709297600149,"score_gpt":0.4638273601841628,"score_spread":0.2588564304241479,"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."}}