{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006384985,0.0003245918,0.0003773064,0.0003028023,0.0004405086,0.0005829803,0.0008642205,0.0001199379,0.0001804866],"category_scores_gemma":[0.0002886499,0.0003189709,0.0001543926,0.00092078,0.0002580023,0.001532792,0.000610405,0.0003252436,0.0001390184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005000127,"about_ca_system_score_gemma":0.0003191968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005181046,"about_ca_topic_score_gemma":0.001187659,"domain_scores_codex":[0.9971855,0.0001597499,0.0008076389,0.00103018,0.000235192,0.0005817113],"domain_scores_gemma":[0.9977203,0.0006870346,0.0001813016,0.001147687,0.00007012641,0.0001935734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004698021,0.003162971,0.0009813772,0.00004789416,0.0002234048,0.000002542801,0.003328249,0.006929201,0.004161324,0.4350209,0.005889216,0.5397832],"study_design_scores_gemma":[0.002146215,0.0005928752,0.04167144,0.0001701141,0.00005106144,0.000001927514,0.0007422412,0.8169736,0.005908544,0.008717426,0.1225053,0.0005192417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02087678,0.00005826902,0.9689084,0.002451306,0.000550891,0.001544405,0.00009099099,0.00002650226,0.005492509],"genre_scores_gemma":[0.9673049,0.00006638643,0.007250089,0.00107932,0.00003935901,0.0002864496,0.00001192272,0.0000105375,0.023951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9616582,"threshold_uncertainty_score":0.9999262,"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."}}