{"id":"W4410941362","doi":"10.1007/978-3-031-92578-8_8","title":"User-Centered Trustworthy AI Metrics in the Metaverse","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Trustworthiness; Computer science; Metaverse; Human–computer interaction; World Wide Web; Artificial intelligence; Data science; Computer security; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.002611364,0.000626128,0.0006645255,0.002385434,0.0003310593,0.001159094,0.008562728,0.0003620816,0.00003182889],"category_scores_gemma":[0.0004805625,0.0004892183,0.0002302271,0.004036731,0.0006474565,0.001064842,0.001864499,0.001532555,0.000104028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004769697,"about_ca_system_score_gemma":0.0008311365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164767,"about_ca_topic_score_gemma":0.0008261149,"domain_scores_codex":[0.9946954,0.0001587253,0.0008413115,0.001795245,0.001500572,0.001008808],"domain_scores_gemma":[0.995253,0.001501531,0.0002876481,0.002485402,0.0003413456,0.0001310863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001305381,0.000118562,0.0003094518,0.00005480868,0.00002354412,0.0005240908,0.002723167,0.03518911,0.00002971712,0.2555589,0.0003923507,0.7050633],"study_design_scores_gemma":[0.0003139333,0.000237613,0.0001904655,0.0005020498,0.00002663496,0.00006540296,0.000004639474,0.6721565,0.002624763,0.2860333,0.03672133,0.001123391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00008682151,0.0005033747,0.9856859,0.003362357,0.00222586,0.0006842156,0.000005196766,0.0001186713,0.007327643],"genre_scores_gemma":[0.4922457,0.0004547368,0.4629609,0.03927293,0.0009826533,0.00008998971,0.00001705601,0.0000973743,0.003878595],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7039399,"threshold_uncertainty_score":0.9998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02954223548723232,"score_gpt":0.2783448529709407,"score_spread":0.2488026174837084,"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."}}