{"id":"W4409761146","doi":"10.1109/vrw66409.2025.00091","title":"StudyXR: A Framework to Streamline User Study in Immersive Environments","year":2025,"lang":"en","type":"article","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Human–computer interaction","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":[0.03262393,0.00238533,0.00146426,0.004971488,0.001703978,0.004925163,0.004698111,0.002114028,0.007451278],"category_scores_gemma":[0.02765859,0.001694962,0.001953036,0.001890378,0.003876464,0.007609992,0.01017258,0.00244506,0.003076374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250755,"about_ca_system_score_gemma":0.005291569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002462787,"about_ca_topic_score_gemma":0.006036419,"domain_scores_codex":[0.9856058,0.009792459,0.001015896,0.001373502,0.001748963,0.0004634123],"domain_scores_gemma":[0.9680101,0.02010826,0.001622834,0.004693822,0.003604492,0.001960495],"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":[0.00102295,0.001660557,0.01255428,0.005880092,0.0002664096,0.0009582915,0.05269839,0.005731202,0.03513922,0.1189683,0.02632366,0.7387967],"study_design_scores_gemma":[0.001159015,0.003204589,0.01788013,0.004796026,0.0004965946,0.002820614,0.02678798,0.08302064,0.02701203,0.1711406,0.6609005,0.0007812009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004115725,0.0004733556,0.9815488,0.0006005093,0.00007455303,0.003399224,0.0004545431,0.005429332,0.003903813],"genre_scores_gemma":[0.02200237,0.0003854712,0.9698392,0.0002130796,0.00003928232,0.004876164,0.0004944203,0.0003650417,0.001784933],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03262393,"threshold_uncertainty_score":0.1725339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168069241363422,"score_gpt":0.3025180563198357,"score_spread":0.2857111321834935,"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."}}