{"id":"W4367662912","doi":"10.1109/vrw58643.2023.00292","title":"A Comparison Study on Stress Relief in VR","year":2023,"lang":"en","type":"article","venue":"","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Meditation; Virtual reality; Silence; Stress reduction; Sitting; Stressor; Stress (linguistics); Psychology; Applied psychology; Mental stress; Psychotherapist; Computer science; Human–computer interaction; Clinical psychology; Aesthetics; Medicine; Art","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":[0.001379333,0.0003026085,0.000551107,0.0005908188,0.0005365474,0.0004135488,0.000333701,0.0004969583,0.005480241],"category_scores_gemma":[0.003651919,0.0001475101,0.0008126441,0.0004908356,0.0003934079,0.0004945464,0.0005024215,0.0004865656,0.0003547717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002815309,"about_ca_system_score_gemma":0.0003975033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009334219,"about_ca_topic_score_gemma":0.0009876456,"domain_scores_codex":[0.9987693,0.0005860605,0.0001704559,0.0001489884,0.0001988477,0.0001262685],"domain_scores_gemma":[0.9983426,0.0008817721,0.0001689506,0.0001357887,0.0002910743,0.000179745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.070323,0.08338685,0.04344217,0.01021436,0.001325064,0.001838427,0.04942099,0.001345645,0.1473185,0.003152352,0.001992194,0.5862404],"study_design_scores_gemma":[0.007570303,0.5242926,0.3647298,0.0007507319,0.001957804,0.002046096,0.03818424,0.001008617,0.02815377,0.001039896,0.03002076,0.0002454465],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957232,0.0008791194,0.0007070352,0.00005159421,0.0000539553,0.0003357365,0.0001013207,0.000007307337,0.002140653],"genre_scores_gemma":[0.995212,0.001201118,0.001293563,0.00008780451,0.00009323941,0.000503424,0.0001349751,0.00000537656,0.001468517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005480241,"threshold_uncertainty_score":0.0183332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09188652108140895,"score_gpt":0.3923946105093201,"score_spread":0.3005080894279112,"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."}}