{"id":"W4391481081","doi":"10.1111/jcal.12949","title":"How virtual reality, augmented reality and mixed reality facilitate teacher education: A systematic review","year":2024,"lang":"en","type":"review","venue":"Journal of Computer Assisted Learning","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Virtual reality; Mixed reality; Augmented reality; Scopus; SWOT analysis; Service (business); Teacher education; Systematic review; Psychology; Computer science; Mathematics education; Human–computer interaction; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005880462,0.0008331971,0.004386859,0.0006095524,0.0002763709,0.001764202,0.001792839,0.0003764926,0.000006148095],"category_scores_gemma":[0.0009368358,0.0005903988,0.001181766,0.001482434,0.0001253545,0.0009420775,0.0007984142,0.00230574,0.00003153613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005944522,"about_ca_system_score_gemma":0.001624603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003986484,"about_ca_topic_score_gemma":0.000006029455,"domain_scores_codex":[0.9905735,0.003930917,0.002986952,0.0008691528,0.001138023,0.0005014841],"domain_scores_gemma":[0.9928144,0.0006816241,0.003776213,0.00139516,0.0007479972,0.0005846409],"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":[0.000002029863,0.000143259,2.796466e-7,0.3526158,0.0004574558,0.00002458267,0.0001858364,0.000005680384,1.831027e-7,0.00113825,0.01404279,0.6313838],"study_design_scores_gemma":[0.0001462544,0.000305633,0.00002283358,0.4150278,0.002854931,0.001955705,0.00005688988,0.001268159,1.030051e-7,0.0001778941,0.577688,0.0004956984],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001160306,0.8024647,0.1919264,0.003350061,0.0006739754,0.001165201,0.00001724328,0.0001257517,0.0002754745],"genre_scores_gemma":[0.0001328778,0.9941895,0.003017445,0.0002377208,0.0005004121,0.00009561365,0.00006220604,0.00005519007,0.001709022],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6308882,"threshold_uncertainty_score":0.999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000440792289619,"score_gpt":0.3649896591628657,"score_spread":0.2649455799339039,"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."}}