{"id":"W4323655971","doi":"10.1007/s12652-023-04580-2","title":"Human intelligence-based metaverse for co-learning of students and smart machines","year":2023,"lang":"en","type":"article","venue":"Journal of Ambient Intelligence and Humanized Computing","topic":"AI in Service Interactions","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Ministry of Science and Technology, Taiwan","keywords":"Computational intelligence; Computer science; Human intelligence; Metaverse; Artificial intelligence; Human–computer interaction; 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":[0.002683289,0.0004800634,0.0006030316,0.001216257,0.001604766,0.003298568,0.002240613,0.001912475,0.01077972],"category_scores_gemma":[0.006239943,0.0003458536,0.0005825265,0.0007807334,0.0009599522,0.006577746,0.007243307,0.001442365,0.002049049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009473739,"about_ca_system_score_gemma":0.002254127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120493,"about_ca_topic_score_gemma":0.005103601,"domain_scores_codex":[0.9986454,0.000546469,0.00007559032,0.0002836404,0.0002869863,0.0001618571],"domain_scores_gemma":[0.9965527,0.001448004,0.0001699687,0.0008171002,0.0005433357,0.0004688248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002039947,0.002974799,0.01919475,0.0002878962,0.0002444667,0.0005274914,0.004199949,0.08344083,0.01640793,0.1887085,0.01163737,0.6703361],"study_design_scores_gemma":[0.00008975173,0.0003830711,0.002298939,0.00007810246,0.00007465544,0.0001504569,0.001699211,0.8506071,0.01659202,0.1114778,0.01649906,0.00004987058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2088989,0.0004296219,0.7425386,0.001552189,0.0002606793,0.000287276,0.0003165553,0.005862019,0.03985415],"genre_scores_gemma":[0.8040525,0.0001011302,0.1862067,0.0001629647,0.0000400658,0.0001528411,0.0003896326,0.0002086221,0.008685625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01077972,"threshold_uncertainty_score":0.0360617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0700605525956718,"score_gpt":0.3763310875474056,"score_spread":0.3062705349517338,"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."}}