{"id":"W4408779512","doi":"10.1109/jsas.2025.3554131","title":"Instrumenting a Virtual Reality Headset to Monitor Changes in Electroencephalograms of PTSD Patients During Multisensory Immersion","year":2025,"lang":"en","type":"article","venue":"IEEE Journal of Selected Areas in Sensors","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles; Institut National de la Recherche Scientifique","funders":"","keywords":"Headset; Immersion (mathematics); Virtual reality; Psychology; Audiology; Medicine; Computer science; Human–computer interaction; Telecommunications","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":[0.0002103008,0.0003848539,0.0002959845,0.0001838435,0.0001153845,0.0002086335,0.0001957077,0.0003320198,0.001417524],"category_scores_gemma":[0.0005942247,0.00008743527,0.0001887764,0.0001033433,0.0002539936,0.0001871443,0.0004248073,0.0002286699,0.0001749209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006002005,"about_ca_system_score_gemma":0.0001402863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001866626,"about_ca_topic_score_gemma":0.0002714034,"domain_scores_codex":[0.9998394,0.0000658758,0.000009857157,0.00002956824,0.00002723853,0.0000279148],"domain_scores_gemma":[0.9998771,0.00004238836,0.00002204635,0.00001414739,0.00002245165,0.00002187508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003531044,0.00101758,0.04955826,0.0006839118,0.0001672199,0.0007420101,0.002100388,0.002600476,0.7578146,0.0003590478,0.0008973696,0.1805281],"study_design_scores_gemma":[0.000645683,0.04970714,0.5294179,0.0001910252,0.0006371802,0.005396339,0.004257912,0.02121477,0.3788309,0.00130435,0.008169004,0.0002278817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981325,0.0001736931,0.01748031,0.00009495221,0.00002993859,0.0001382476,0.0001581397,0.00006965912,0.0005298773],"genre_scores_gemma":[0.9891809,0.0002070336,0.009643493,0.00009396355,0.00002790187,0.0002421928,0.0001040756,0.000007454244,0.0004928687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001417524,"threshold_uncertainty_score":0.004742086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342092096172292,"score_gpt":0.276599471125459,"score_spread":0.2631785501637361,"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."}}