{"id":"W2969357660","doi":"10.1007/s10143-019-01164-7","title":"A review of virtual reality simulators for neuroendoscopy","year":2019,"lang":"en","type":"review","venue":"Neurosurgical Review","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Research Council Canada; Seoul National University Hospital; NorthShore University HealthSystem; Hospital for Sick Children; Ohio State University","keywords":"Virtual reality; Medicine; Neurosurgery; Variety (cybernetics); Fidelity; Curriculum; Medical physics; Specialty; Computer science; Medical education; Surgery; Human–computer interaction; Artificial intelligence; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001158481,0.001184093,0.00218681,0.005481182,0.0002969627,0.001442435,0.001444412,0.001461365,0.006324368],"category_scores_gemma":[0.003310687,0.0004505638,0.001218386,0.00458131,0.0004815462,0.001711588,0.001056718,0.001308272,0.001453694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005468175,"about_ca_system_score_gemma":0.001803256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0023045,"about_ca_topic_score_gemma":0.003823637,"domain_scores_codex":[0.9994293,0.0001137051,0.0001787778,0.00009036859,0.0001566364,0.00003114655],"domain_scores_gemma":[0.9978848,0.001490158,0.0002242645,0.00003480278,0.0002970446,0.0000689341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009302559,0.00006590623,0.0002407689,0.08599579,0.000262173,0.0001323338,0.00006175384,0.0003458407,0.0005918849,0.0009014433,0.01912642,0.8921826],"study_design_scores_gemma":[0.00009591223,0.0003963211,0.00319814,0.07568498,0.001972648,0.002981771,0.0002547951,0.0003570981,0.0006580222,0.001512822,0.9127831,0.0001043306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007785578,0.9993165,0.00007877975,0.00008274571,0.0001200731,0.000005398611,0.00002812908,0.000005060877,0.0002855777],"genre_scores_gemma":[0.0004345629,0.9989222,0.0002032541,0.0001403753,0.0001086174,0.000006029719,0.00004019769,0.000001580478,0.0001431927],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006324368,"threshold_uncertainty_score":0.02115715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1918004130154954,"score_gpt":0.4612962362020557,"score_spread":0.2694958231865603,"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."}}