{"id":"W4404838064","doi":"10.1016/j.procs.2024.09.590","title":"A Survey for Educational Metaverse: Advances and Beyond","year":2024,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"East China Normal University; National Natural Science Foundation of China","keywords":"Computer science; Metaverse; Data science; Human–computer interaction; Virtual reality","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":[0.005022987,0.000722013,0.00112394,0.01345543,0.0007392273,0.005172344,0.0009416604,0.001977525,0.01333931],"category_scores_gemma":[0.02248938,0.0004709463,0.001111812,0.01588513,0.001196046,0.01060556,0.002552909,0.002043721,0.003319918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246309,"about_ca_system_score_gemma":0.00497664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001923872,"about_ca_topic_score_gemma":0.003325175,"domain_scores_codex":[0.9957183,0.001411109,0.0008730144,0.0003786707,0.001332462,0.0002863865],"domain_scores_gemma":[0.9763678,0.01806021,0.001828572,0.0005017099,0.002537382,0.0007043906],"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":[0.0000743815,0.00008774016,0.003230876,0.03726577,0.0000770216,0.0001747743,0.002401072,0.0001627981,0.0004456872,0.01951959,0.03265842,0.9039018],"study_design_scores_gemma":[0.00000861155,0.00008625667,0.006316083,0.05697682,0.0001155402,0.0008246473,0.00395466,0.00009275919,0.0002950556,0.003905435,0.9273843,0.00003979161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00415872,0.970238,0.001865233,0.006970639,0.0008358523,0.00007401586,0.0006218711,0.00009390962,0.0151417],"genre_scores_gemma":[0.01592383,0.9755598,0.002374998,0.002743891,0.0004506452,0.0001140517,0.0006610472,0.00005588784,0.002115796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01345543,"threshold_uncertainty_score":0.04462445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02759012065459059,"score_gpt":0.337372138057835,"score_spread":0.3097820174032444,"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."}}