{"id":"W7126168812","doi":"10.1109/icir68135.2025.11361607","title":"A Metaverse Standard Based on AI Data Coding","year":2025,"lang":"","type":"article","venue":"","topic":"Scientific Research and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Interoperability; Metaverse; Coding (social sciences); Software; Process (computing); Automation","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":[0.007850907,0.0009455596,0.0007439445,0.004637649,0.00190412,0.009354008,0.003585358,0.003302141,0.01397287],"category_scores_gemma":[0.01819794,0.0008144858,0.00155146,0.004316253,0.00273387,0.01031143,0.006883018,0.005967653,0.01078556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290978,"about_ca_system_score_gemma":0.007371252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004213579,"about_ca_topic_score_gemma":0.002318765,"domain_scores_codex":[0.9925398,0.001435357,0.001418659,0.0006549176,0.003476432,0.0004747857],"domain_scores_gemma":[0.9854491,0.002619646,0.0005477077,0.006702228,0.004218187,0.0004632087],"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":[0.0001704576,0.0001148952,0.0006708999,0.0004619813,0.00003715348,0.0002705425,0.001027537,0.00406669,0.008991114,0.8477433,0.02696797,0.1094775],"study_design_scores_gemma":[0.00006201018,0.00007935913,0.0004878809,0.0007883676,0.00004651165,0.0006734187,0.0003640519,0.03053359,0.02757024,0.2651403,0.6741267,0.0001276314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003076416,0.0003255112,0.9340955,0.000987665,0.0008121817,0.0005164163,0.00266288,0.01176305,0.04576044],"genre_scores_gemma":[0.07417861,0.001564989,0.8479928,0.001504953,0.0003652793,0.002168233,0.01921279,0.007502223,0.04551011],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01397287,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07122716818892645,"score_gpt":0.3691313037323088,"score_spread":0.2979041355433824,"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."}}