{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02036616,0.001027414,0.001662328,0.004999504,0.001384069,0.01143449,0.00255712,0.002184978,0.005323742],"category_scores_gemma":[0.07687897,0.0008084895,0.0009457114,0.004593355,0.002646344,0.01695009,0.007074694,0.003180433,0.001678608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00242183,"about_ca_system_score_gemma":0.002948214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776699,"about_ca_topic_score_gemma":0.002549582,"domain_scores_codex":[0.9752794,0.01217975,0.001765599,0.001807235,0.008393212,0.0005749087],"domain_scores_gemma":[0.9531021,0.02072777,0.003465399,0.0125372,0.008503817,0.001663744],"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":[0.0002894401,0.0001186293,0.003832855,0.0002683112,0.0001302256,0.00009635733,0.00101891,0.02934754,0.002093609,0.75023,0.00682327,0.2057509],"study_design_scores_gemma":[0.00002149342,0.0001452436,0.001072755,0.000209557,0.00006262505,0.0001466819,0.0003351996,0.2941462,0.004157976,0.6819003,0.01773814,0.00006384208],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02131019,0.001894697,0.9530941,0.001455535,0.0001585228,0.0001522523,0.0003399669,0.002283849,0.01931094],"genre_scores_gemma":[0.4351414,0.0006666262,0.5566221,0.0002323051,0.0001920201,0.0002402907,0.0006576077,0.001116452,0.005131139],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02036616,"threshold_uncertainty_score":0.1077079,"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."}}