{"id":"W4416402220","doi":"10.1109/ismar-adjunct68609.2025.00181","title":"Breathing Forest: Integrating Breathing Interactions in Virtual Reality-Based Nature Therapy","year":2025,"lang":"","type":"article","venue":"","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breathing; Set (abstract data type); Virtual reality; Immersion (mathematics); Virtual actor","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":[0.0005572769,0.0005890414,0.000297815,0.0003475454,0.0002953148,0.0008025993,0.001064653,0.0007973466,0.005788465],"category_scores_gemma":[0.001280752,0.0002454109,0.0006697113,0.0001383275,0.000372018,0.0008188975,0.001750144,0.0005533284,0.0008803788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374325,"about_ca_system_score_gemma":0.0003492584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005226792,"about_ca_topic_score_gemma":0.0009290639,"domain_scores_codex":[0.9995764,0.0001352822,0.00001939919,0.00006687161,0.0001503801,0.00005163329],"domain_scores_gemma":[0.9996946,0.0001634911,0.00002353722,0.00003334758,0.0000247611,0.00006017145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001384851,0.0009921519,0.002449821,0.001315758,0.0002079684,0.0007769527,0.002489258,0.00941082,0.2553849,0.004805873,0.01039386,0.7103878],"study_design_scores_gemma":[0.002245589,0.0136447,0.04563481,0.001282825,0.00138442,0.0173462,0.002120366,0.2568875,0.2327476,0.02033576,0.405012,0.001358168],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1446754,0.00273519,0.823894,0.001041405,0.0005876965,0.0008558774,0.000459238,0.008512636,0.01723863],"genre_scores_gemma":[0.5332249,0.001817374,0.4514224,0.001095812,0.0002461044,0.0009308998,0.0005573307,0.000795552,0.009909675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005788465,"threshold_uncertainty_score":0.01936436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02958232469530377,"score_gpt":0.3438925041798801,"score_spread":0.3143101794845763,"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."}}