{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004014406,0.0006254343,0.0003283575,0.0002420611,0.0001957256,0.0006593425,0.001347185,0.0004841978,0.005129639],"category_scores_gemma":[0.001207766,0.0001533414,0.0004344924,0.000100073,0.0002566917,0.0005507593,0.001147331,0.0004895397,0.001026073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174848,"about_ca_system_score_gemma":0.0002908954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005610379,"about_ca_topic_score_gemma":0.0004796535,"domain_scores_codex":[0.9996265,0.0001302876,0.00001904468,0.00007983043,0.0001047191,0.00003949018],"domain_scores_gemma":[0.9995809,0.0001673252,0.00003912503,0.00007137116,0.00006684277,0.00007444607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001576907,0.002720447,0.002751271,0.000668565,0.0001258837,0.0008617226,0.001367326,0.06651359,0.3588297,0.0144173,0.003592546,0.5465747],"study_design_scores_gemma":[0.0006028984,0.006684341,0.008614493,0.0001408095,0.0002147989,0.002055832,0.0003975282,0.7570589,0.1292714,0.01016103,0.08457555,0.0002224761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1827712,0.0002215595,0.8025205,0.0001005606,0.00009408397,0.0004583929,0.00006606164,0.003776646,0.009991],"genre_scores_gemma":[0.7146521,0.0001549097,0.276409,0.00009675309,0.00002111514,0.0004155028,0.0001327082,0.00008839514,0.008029578],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.005129639,"threshold_uncertainty_score":0.01716036,"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."}}