{"id":"W3153493693","doi":"10.1093/bjsopen/zraa066","title":"Virtual reality simulation in robot-assisted surgery: meta-analysis of skill transfer and predictability of skill","year":2021,"lang":"en","type":"review","venue":"BJS Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual reality; Simulation; Computer science; Robotic surgery; Medical physics; Human–computer interaction; Medicine; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02211536,0.00200561,0.01159232,0.003679332,0.0004717465,0.003189455,0.001824131,0.002006798,0.002830513],"category_scores_gemma":[0.07033262,0.0009720762,0.03732396,0.004232835,0.0007392763,0.001563202,0.00139272,0.001814421,0.0002247193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786332,"about_ca_system_score_gemma":0.00225305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004078684,"about_ca_topic_score_gemma":0.005050371,"domain_scores_codex":[0.9816189,0.01131412,0.003978186,0.001348493,0.001464247,0.0002760642],"domain_scores_gemma":[0.93292,0.05645558,0.006979845,0.0017594,0.001559544,0.0003256307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003878264,0.00005242179,0.00667438,0.2860047,0.6813087,0.00008700658,0.0001311156,0.001045538,0.000170318,0.0001746215,0.0004358327,0.0200371],"study_design_scores_gemma":[0.00123004,0.0005621889,0.007061091,0.02688785,0.9617749,0.0001046495,0.00005511537,0.0004312133,0.0001757008,0.0003223455,0.001366844,0.00002810935],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009734139,0.9879551,0.001122513,0.0001972114,0.0001715933,0.0002251993,0.0002678501,0.00002864515,0.0002977871],"genre_scores_gemma":[0.4272799,0.5638652,0.004700341,0.0007053138,0.0003414098,0.001892685,0.0008015186,0.00004986614,0.0003636272],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02211536,"threshold_uncertainty_score":0.1169586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3880442472457842,"score_gpt":0.4695130400874785,"score_spread":0.08146879284169428,"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."}}