{"id":"W4406592185","doi":"10.1016/b978-0-443-24132-1.00013-2","title":"The metaverse beyond the hype: Interdisciplinary perspectives on applications, tools, techniques, opportunities, and challenges of the metaverse","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Metaverse; Possible world; Data science; Epistemology; Computer science; Human–computer interaction; Philosophy; 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":[0.003315363,0.00109531,0.0009135716,0.003890065,0.003664722,0.02918032,0.001875406,0.004920108,0.03610072],"category_scores_gemma":[0.006275398,0.0004685661,0.0007098053,0.004656062,0.01158708,0.03156122,0.007749081,0.007348345,0.008102992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134308,"about_ca_system_score_gemma":0.002985949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008811111,"about_ca_topic_score_gemma":0.002134045,"domain_scores_codex":[0.9984193,0.0008030311,0.00007997268,0.0001575801,0.0004258258,0.0001143111],"domain_scores_gemma":[0.9961103,0.002549758,0.0001719857,0.0004578799,0.0003215501,0.0003885814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001367661,0.00001001287,0.00005427891,0.0002487166,0.000006298328,0.00007883944,0.002712068,0.0000997766,0.0001759578,0.9102135,0.04786128,0.03852562],"study_design_scores_gemma":[0.000003984217,0.00001591609,0.00006281903,0.001292755,0.000007301748,0.0002671768,0.002933189,0.0002827068,0.0001353628,0.238785,0.7562011,0.00001272885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002580823,0.1813866,0.02029044,0.04673651,0.01165576,0.00002516215,0.0001143742,0.0003532053,0.7368571],"genre_scores_gemma":[0.1461091,0.2779319,0.03588146,0.02143835,0.02199603,0.000253923,0.000330549,0.001939874,0.4941188],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03610072,"threshold_uncertainty_score":0.1207689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04980481837466152,"score_gpt":0.2763812040034979,"score_spread":0.2265763856288363,"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."}}