{"id":"W4409118963","doi":"10.2196/63405","title":"Integrating Virtual Reality, Neurofeedback, and Cognitive Behavioral Therapy for Auditory Verbal Hallucinations (Hybrid): Protocol of a Pilot, Unblinded, Single-Arm Interventional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurofeedback; Helpfulness; Psychology; Usability; Clinical psychology; Cognition; Intervention (counseling); Virtual reality; Cognitive behavioral therapy; Protocol (science); Likert scale; Medicine; Electroencephalography; Psychiatry; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0189578,0.003444785,0.004972396,0.00193551,0.002611435,0.001617481,0.00292893,0.003647648,0.02264084],"category_scores_gemma":[0.01222122,0.001745114,0.00239139,0.001571732,0.003435254,0.001523988,0.001763642,0.004700195,0.00468138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958866,"about_ca_system_score_gemma":0.01006851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357854,"about_ca_topic_score_gemma":0.002169844,"domain_scores_codex":[0.9908212,0.00548494,0.0008963781,0.0008461265,0.001046912,0.0009045317],"domain_scores_gemma":[0.99327,0.001759302,0.001005629,0.001319865,0.001418313,0.001226886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4527825,0.3769122,0.002801906,0.01268987,0.0009445831,0.001079158,0.002570311,0.007734593,0.02689284,0.004360246,0.009257271,0.1019746],"study_design_scores_gemma":[0.3468316,0.5989201,0.009458453,0.001167312,0.0005457096,0.0002875263,0.0007909281,0.002104706,0.006016344,0.002467935,0.03115394,0.0002554794],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01495693,0.0001105506,0.003256293,0.00006571354,0.0001015371,0.9804906,0.0003727728,0.00006898487,0.0005766555],"genre_scores_gemma":[0.008019291,0.0001186313,0.003759131,0.00009015828,0.00004270509,0.9874868,0.0001063994,0.000005119426,0.0003717258],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02264084,"threshold_uncertainty_score":0.1002596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3778785656089163,"score_gpt":0.5743631599347281,"score_spread":0.1964845943258118,"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."}}