{"id":"W4405821473","doi":"10.1007/s12553-024-00936-6","title":"Applications of virtual reality and its effectiveness in healthcare training: a scoping review","year":2024,"lang":"en","type":"review","venue":"Health and Technology","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Virtual reality; Training (meteorology); Health care; Computer science; Psychology; Human–computer interaction; Political science; Geography","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":[0.007763956,0.001313912,0.005056845,0.008259458,0.0004872841,0.003663207,0.001794705,0.002285738,0.004617793],"category_scores_gemma":[0.02079093,0.0007140349,0.003892114,0.00761679,0.00112834,0.002332327,0.001539951,0.001524977,0.0004880443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001856161,"about_ca_system_score_gemma":0.00647729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00611845,"about_ca_topic_score_gemma":0.01121374,"domain_scores_codex":[0.9969779,0.0008093565,0.0009864548,0.0003237838,0.0008104096,0.00009204644],"domain_scores_gemma":[0.9765953,0.02042586,0.001368831,0.0001857204,0.00128107,0.0001431225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001749359,0.00009057303,0.0005659519,0.4841594,0.002223057,0.00008608385,0.0002342612,0.000352243,0.0003320283,0.001269199,0.003073559,0.5074388],"study_design_scores_gemma":[0.0001419767,0.0003171722,0.003854076,0.8365446,0.02070105,0.0007329783,0.0005968786,0.0003489247,0.0005540398,0.001548303,0.1345762,0.0000839154],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001084454,0.9995341,0.00006054575,0.00008178259,0.00003727794,0.00001495343,0.0000208302,0.000001632928,0.0001404487],"genre_scores_gemma":[0.001119751,0.9985163,0.0001845686,0.00008159457,0.00003072824,0.00001637015,0.0000178775,0.000001094625,0.00003171209],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008259458,"threshold_uncertainty_score":0.04106021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153020243992082,"score_gpt":0.5195435963682823,"score_spread":0.3665233523762003,"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."}}