{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000218891,0.00005557846,0.00009302375,0.0001327942,0.00004067946,0.00008221121,0.0004268834,0.00001860103,0.000006376053],"category_scores_gemma":[0.00003176536,0.0000455282,0.00001357633,0.000943103,0.00000715715,0.0001131048,0.0001395341,0.00007589647,0.0005819018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002286761,"about_ca_system_score_gemma":0.0000187958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003365127,"about_ca_topic_score_gemma":0.0003105893,"domain_scores_codex":[0.9992722,0.00003519264,0.0001447522,0.0002086237,0.0001811906,0.0001580031],"domain_scores_gemma":[0.9993681,0.00007809601,0.00002216835,0.0004645016,0.00001409705,0.00005309014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001962308,0.006726518,0.1417205,0.00001527988,0.00002663319,0.00004663373,0.02309305,0.007256448,0.000471509,0.5654457,0.03730613,0.217872],"study_design_scores_gemma":[0.0004479603,0.00063945,0.8849636,0.00001499406,0.000001142756,4.042179e-7,0.002137523,0.1042597,0.00064591,0.001855106,0.00488582,0.0001484276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347399,0.000004278017,0.02883472,0.002968052,0.00008083147,0.0004372018,0.00000227358,0.0004017134,0.03253105],"genre_scores_gemma":[0.9989791,0.000002147499,0.0003145887,0.0001753838,0.000009542066,0.00002896507,0.000001716003,0.000002750797,0.0004858029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7432431,"threshold_uncertainty_score":0.7479364,"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."}}