{"id":"W4416183528","doi":"10.1109/ismar67309.2025.00015","title":"Adaptive Hand Visibility for Accurate 3D User Interactions in Virtual Environments","year":2025,"lang":"","type":"article","venue":"","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Visibility; Visualization; Usability; Avatar; Virtual reality; Task (project management)","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":[0.001003227,0.0007925776,0.0003818685,0.000438008,0.0002348224,0.001056377,0.0005434096,0.0005132405,0.004016068],"category_scores_gemma":[0.00951865,0.0003398092,0.000322301,0.0002077589,0.0003636178,0.00093487,0.001503704,0.00035542,0.0004233235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293336,"about_ca_system_score_gemma":0.0003420459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005118477,"about_ca_topic_score_gemma":0.0008940358,"domain_scores_codex":[0.9990638,0.0004535096,0.00005806721,0.0001177414,0.0002101701,0.00009660335],"domain_scores_gemma":[0.9960338,0.002780447,0.0003741666,0.0003517801,0.0002865322,0.0001732888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001942107,0.0004813347,0.01264746,0.001849578,0.0000958844,0.000556887,0.004976367,0.00765647,0.6060229,0.001620318,0.001701259,0.3604494],"study_design_scores_gemma":[0.0013104,0.0141484,0.4551065,0.001705582,0.000966928,0.008675173,0.006294238,0.1576739,0.2920994,0.01324086,0.04791476,0.0008638304],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7897497,0.001499129,0.2019516,0.0002120344,0.00009847977,0.0002193508,0.0001338875,0.001548528,0.004587245],"genre_scores_gemma":[0.9209078,0.00039436,0.07772011,0.00005221256,0.0000285537,0.0001308155,0.00004979431,0.0001264003,0.0005899229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004016068,"threshold_uncertainty_score":0.01343513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04694079464221373,"score_gpt":0.3407500339030093,"score_spread":0.2938092392607956,"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."}}