{"id":"W4391561702","doi":"10.18260/1-2--41234","title":"Adaptive Virtual Assistant for Virtual Reality-based Remote Learning","year":2024,"lang":"en","type":"article","venue":"","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Alberta","keywords":"Virtual reality; Computer science; Human–computer interaction; Instructional simulation; Multimedia","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002707635,0.0001513071,0.0001758569,0.00009106295,0.0000667033,0.0001274185,0.00008053739,0.00009318905,0.00003683418],"category_scores_gemma":[0.00002551887,0.0001317352,0.0001033884,0.0001580793,0.00001573066,0.0000675453,0.00001070967,0.0001770052,0.0000808608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000859208,"about_ca_system_score_gemma":0.00003670155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003902646,"about_ca_topic_score_gemma":0.00001541448,"domain_scores_codex":[0.9991441,0.00002649725,0.0002426222,0.0001984243,0.0001433617,0.0002449997],"domain_scores_gemma":[0.9995755,0.0001838188,0.00001392308,0.0001275303,0.00003222369,0.00006702855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001328391,0.000004663618,8.476042e-7,0.00008847946,0.00007009018,0.00001520694,0.0001175357,0.9601406,0.002960213,0.01388968,0.004954864,0.01774455],"study_design_scores_gemma":[0.0001613198,0.0001625294,0.00001579478,0.0001473309,0.00001654144,0.000002489342,0.0002118458,0.9591213,0.001420531,0.00009078178,0.03846898,0.0001804899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003478391,0.000181044,0.9829796,0.0001246064,0.001008895,0.0001969343,0.0000251104,0.001932912,0.01007253],"genre_scores_gemma":[0.993806,0.000005472339,0.002797755,0.00002487143,0.0001709469,0.000009685024,0.00002861105,0.00006383858,0.003092803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9903276,"threshold_uncertainty_score":0.5372006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379645379549966,"score_gpt":0.2519723830046706,"score_spread":0.2281759292091709,"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."}}