{"id":"W4396701673","doi":"10.1007/978-981-97-1298-4_7","title":"Meta-In or Meta-Out of Students with Special Needs: A Systematic Review on the Use of Metaverse in Special Education","year":2024,"lang":"en","type":"review","venue":"Smart computing and intelligence","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Meta-analysis; Psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002114106,0.0004023724,0.003117873,0.0004633379,0.00004266063,0.0001748418,0.001176194,0.00008210471,0.00002561485],"category_scores_gemma":[0.0005013446,0.0001830735,0.0004708357,0.00192504,0.00009946814,0.0001638564,0.000339472,0.0003716137,0.00003286983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000792728,"about_ca_system_score_gemma":0.000461783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001090003,"about_ca_topic_score_gemma":0.0001137646,"domain_scores_codex":[0.9964923,0.0006848355,0.001579686,0.0004655531,0.0005602523,0.0002174325],"domain_scores_gemma":[0.9967942,0.001244808,0.0008479192,0.0009210816,0.0001257715,0.00006618711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001214607,0.0006293411,0.000002755105,0.6758032,0.005716881,0.00001062822,0.00348421,0.00007746987,6.718822e-8,0.05073927,0.001487157,0.2620368],"study_design_scores_gemma":[0.00006848486,0.0005237917,0.000005244523,0.76339,0.04176532,0.00006277076,0.0004125438,0.001368262,0.000008774892,0.0006026809,0.1910851,0.0007070572],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001891545,0.989924,0.006660515,0.0001001385,0.0003386681,0.002701165,0.00001379619,0.00001476896,0.0002280955],"genre_scores_gemma":[0.0001950326,0.9977157,0.001356905,0.000165481,0.0001760651,0.0001596923,0.000004102418,0.00001677819,0.0002102372],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2613298,"threshold_uncertainty_score":0.7465519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3188581322706727,"score_gpt":0.4091337005907552,"score_spread":0.09027556832008243,"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."}}