{"id":"W4387914646","doi":"10.1109/mnet.005.2300129","title":"Design Frameworks for Hyper-Connected Social XRI Immersive Metaverse Environments","year":2023,"lang":"en","type":"article","venue":"IEEE Network","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Metaverse; Computer science; Human–computer interaction; Social worlds; Architecture; Virtual reality; Data science; Sociology","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":[0.005001618,0.001172262,0.0003487005,0.001125127,0.002280535,0.006550569,0.002803536,0.002375807,0.007836415],"category_scores_gemma":[0.004900553,0.0009261871,0.001223801,0.0005266076,0.006913364,0.008229845,0.008869171,0.002328889,0.001162463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001717804,"about_ca_system_score_gemma":0.001950256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311267,"about_ca_topic_score_gemma":0.002150858,"domain_scores_codex":[0.9966091,0.001853347,0.0001852778,0.000353018,0.0006741519,0.0003251813],"domain_scores_gemma":[0.9979272,0.0007685891,0.0001857209,0.0003852264,0.0003728204,0.0003604965],"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":[0.00002257137,0.00005826518,0.0004164373,0.0002163815,0.00001761594,0.0003550348,0.01048455,0.007260714,0.002757368,0.9563765,0.001330469,0.0207041],"study_design_scores_gemma":[0.00009333163,0.0002775055,0.0006119026,0.0007210429,0.00009317254,0.001438081,0.01490722,0.09150092,0.007008831,0.5336803,0.3495511,0.0001166499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01007491,0.0003161191,0.9519196,0.001151008,0.0000894266,0.0002797575,0.00003158478,0.000508157,0.03562952],"genre_scores_gemma":[0.2780765,0.0007345935,0.7013945,0.0003978584,0.00005662778,0.001303636,0.0001095126,0.0003270098,0.01759976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007836415,"threshold_uncertainty_score":0.02645141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05174326515648919,"score_gpt":0.2874778428514642,"score_spread":0.235734577694975,"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."}}