{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003130291,0.000243967,0.000350284,0.001157131,0.000500616,0.001262262,0.007549431,0.0001717639,0.001534758],"category_scores_gemma":[0.001314259,0.0002079163,0.00009400253,0.003450293,0.0004725469,0.0007608812,0.00410815,0.000607119,0.00057228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001491476,"about_ca_system_score_gemma":0.001720565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006838185,"about_ca_topic_score_gemma":0.00007269762,"domain_scores_codex":[0.9955688,0.0002292608,0.0004141586,0.001750265,0.001114874,0.0009226295],"domain_scores_gemma":[0.9926959,0.0004505897,0.00006974767,0.006282093,0.0002840124,0.0002176202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001155148,0.0001756396,0.0001541805,0.00004708675,0.00007038544,0.0001139076,0.00002227548,0.0001263263,0.0002693596,0.3444411,0.3659514,0.2885128],"study_design_scores_gemma":[0.0007954746,0.0002140794,0.00004902402,0.00008594789,0.0000117943,0.000001243974,0.00003666853,0.7452242,0.009835478,0.003816159,0.2397733,0.0001565484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001827025,0.0001111914,0.9024181,0.03190158,0.002155636,0.000388592,0.000111575,0.0002550128,0.06247557],"genre_scores_gemma":[0.9274744,0.00009968216,0.04431601,0.007166384,0.00004765701,0.00001627246,0.00003378821,0.00001156409,0.02083424],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9272917,"threshold_uncertainty_score":0.9997745,"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."}}