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Prediction of Specific Anxiety Symptoms and Virtual Reality Sickness Using In Situ Autonomic Physiological Signals During Virtual Reality Treatment in Patients With Social Anxiety Disorder: Mixed Methods Study
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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The Heart, the Brain, and the Regulation of Emotion
inferredcites →https://doi.org/10.1002/cpp.2620openalex-snapshot
Interactive virtual reality assessment of aggressive social information processing in boys with behaviour problems: A pilot study
inferredcites →https://doi.org/10.1016/j.apergo.2019.102958openalex-snapshot
Psychometric evaluation of Simulator Sickness Questionnaire and its variants as a measure of cybersickness in consumer virtual environments
inferredcites →https://doi.org/10.1016/j.biopsycho.2005.08.009openalex-snapshot
An autonomic flexibility–neurovisceral integration model of anxiety and cardiac vagal tone
inferredcites →https://doi.org/10.1016/j.brat.2006.08.017openalex-snapshot
Post-event processing in social anxiety
inferredcites →https://doi.org/10.1016/j.displa.2015.03.001openalex-snapshot
Motion in images is essential to cause motion sickness symptoms, but not to increase postural sway
inferredcites →https://doi.org/10.1016/j.janxdis.2013.03.003openalex-snapshot
Do conversations with virtual avatars increase feelings of social anxiety?
inferredcites →https://doi.org/10.1016/j.jbtep.2020.101600openalex-snapshot
Social anxiety is associated with heart rate but not gaze behavior in a real social interaction
inferredcites →https://doi.org/10.1016/j.jpsychores.2010.02.002openalex-snapshot
Conscious and unconscious perseverative cognition: Is a large part of prolonged physiological activity due to unconscious stress?
inferredcites →https://doi.org/10.1016/j.patrec.2009.09.011openalex-snapshot
Data clustering: 50 years beyond K-means
inferredcites →https://doi.org/10.1016/j.pcad.2013.03.007openalex-snapshot
An Anxious Heart: Anxiety and the Onset of Cardiovascular Diseases
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A cognitive-behavioral model of anxiety in social phobia
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Development and validation of measures of social phobia scrutiny fear and social interaction anxiety11Editor’s note: This article was written before the development of some contemporary measures of social phobia, such as the Social Phobia and Anxiety Inventory (Turner et al., 1989). We have…
inferredcites →https://doi.org/10.1016/s0006-3223(01)01183-0openalex-snapshot
Cognitive-behavioral therapy for social anxiety disorder: current status and future directions
inferredcites →https://doi.org/10.1017/s1352465819000225openalex-snapshot
Virtual reality-based cognitive behavioural therapy for patients with generalized social anxiety disorder: a pilot study
inferredcites →https://doi.org/10.1023/a:1026395526858openalex-snapshot
Postevent Rumination and Recall Bias for a Social Performance Event in High and Low Socially Anxious Individuals
inferredcites →https://doi.org/10.1037//0022-006x.56.6.893openalex-snapshot
An inventory for measuring clinical anxiety: Psychometric properties.
inferredcites →https://doi.org/10.1037/0021-843x.113.1.136openalex-snapshot
Post-Event Rumination and Negative Self-Appraisal in Social Phobia Before and After Treatment.
inferredcites →https://doi.org/10.1037/a0033559openalex-snapshot
Virtual reality exposure therapy for social anxiety disorder: A randomized controlled trial.
inferredcites →https://doi.org/10.1037/h0027806openalex-snapshot
Measurement of social-evaluative anxiety.
inferredcites →https://doi.org/10.1080/01431160412331269698openalex-snapshot
Random forest classifier for remote sensing classification
inferredcites →https://doi.org/10.1080/16506070310014682openalex-snapshot
Public and private heart rate feedback in social phobia: a manipulation of anxiety visibility
inferredcites →https://doi.org/10.1089/cpb.2007.9997openalex-snapshot
Immersiveness and Physiological Arousal within Panoramic Video-Based Virtual Reality
inferredcites →https://doi.org/10.1097/00006842-200209000-00004openalex-snapshot
The Role of Rumination in Recovery from Reactivity: Cardiovascular Consequences of Emotional States
inferredcites →https://doi.org/10.1097/hrp.0000000000000138openalex-snapshot
The Use of Virtual Reality Technology in the Treatment of Anxiety and Other Psychiatric Disorders
inferredcites →https://doi.org/10.1109/icist.2016.7483472openalex-snapshot
Recognition of public speaking anxiety on the recurrence quantification analysis of GSR signals
inferredcites →https://doi.org/10.1109/taffc.2018.2792000openalex-snapshot
Toward Constructing a Real-time Social Anxiety Evaluation System: Exploring Effective Heart Rate Features
inferredcites →https://doi.org/10.1145/333329.333344openalex-snapshot
A discussion of cybersickness in virtual environments
inferredcites →https://doi.org/10.1161/circulationaha.106.682658openalex-snapshot
Logistic Regression
inferredcites →https://doi.org/10.1162/pres.17.3.283openalex-snapshot
Vection Change Exacerbates Simulator Sickness in Virtual Environments
inferredcites →https://doi.org/10.1162/pres.1992.1.3.311openalex-snapshot
Cybersickness: Perception of Self-Motion in Virtual Environments
inferredcites →https://doi.org/10.1177/0539018405058216openalex-snapshot
What are emotions? And how can they be measured?
inferredcites →https://doi.org/10.1192/bjp.bp.116.184234openalex-snapshot
Virtual reality compared with in vivo exposure in the treatment of social anxiety disorder: A three-arm randomised controlled trial
inferredcites →https://doi.org/10.1207/s15327108ijap0303_3openalex-snapshot
Simulator Sickness Questionnaire: An Enhanced Method for Quantifying Simulator Sickness
inferredcites →https://doi.org/10.1371/journal.pone.0061713openalex-snapshot
Shame and Guilt in Social Anxiety Disorder: Effects of Cognitive Behavior Therapy and Association with Social Anxiety and Depressive Symptoms
inferredcites →https://doi.org/10.1371/journal.pone.0070468openalex-snapshot
Reduced Heart Rate Variability in Social Anxiety Disorder: Associations with Gender and Symptom Severity
inferredcites →https://doi.org/10.1613/jair.953openalex-snapshot
SMOTE: Synthetic Minority Over-sampling Technique
inferredcites →https://doi.org/10.2196/23024openalex-snapshot
Effectiveness of a Participatory and Interactive Virtual Reality Intervention in Patients With Social Anxiety Disorder: Longitudinal Questionnaire Study
inferredcites →https://doi.org/10.2196/25731openalex-snapshot
Virtual Reality–Based Psychotherapy in Social Anxiety Disorder: fMRI Study Using a Self-Referential Task
inferredcites →https://doi.org/10.2196/31844openalex-snapshot
The Effects of Virtual Reality Treatment on Prefrontal Cortex Activity in Patients With Social Anxiety Disorder: Participatory and Interactive Virtual Reality Treatment Study
inferredcites →https://doi.org/10.2310/7060.2002.24145openalex-snapshot
Motion Sickness: Review of Causes and Preventive Strategies
inferredcites →https://doi.org/10.3389/fpsyg.2015.00472openalex-snapshot
Vection and visually induced motion sickness: how are they related?
inferredcites →https://doi.org/10.3389/fpsyt.2019.00505openalex-snapshot
A Literature Overview of Virtual Reality (VR) in Treatment of Psychiatric Disorders: Recent Advances and Limitations
inferredcites →https://doi.org/10.64719/pb.4161openalex-snapshot
Neural Circuitry of Anxiety: Evidence from Structural and Functional Neuroimaging Studies
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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The New Emerging Treatment Choice for Major Depressive Disorders: Digital Therapeutics
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Artificial intelligence (AI) for virtual reality exposure therapy (VRET): A systematic review
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Machine learning-based prediction of restless legs syndrome using digital phenotypes from wearables and smartphone data
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Application of Immersive Technologies and Machine Learning in Diagnosis and Treatment: A Systematic Review
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Immediate Detection of Simulator Sickness in Virtual Environments Using Integrated Subjective Feedback and Physiological Signals
inferred← citeshttps://doi.org/10.1109/icarc61713.2024.10499699openalex-snapshot
Personalized Treatment Approaches for Social Phobia: An ML-Based Decision Support System
inferred← citeshttps://doi.org/10.1109/isncc70543.2026.11693855openalex-snapshot
Leakage-Aware Early Cybersickness Prediction from Multimodal VR Sensor Signals
inferred← citeshttps://doi.org/10.1109/taffc.2025.3554496openalex-snapshot
A Systematic Review of Experimental Protocols: Towards a Uniform Framework in Virtual Reality Affective Research
inferred← citeshttps://doi.org/10.1109/tits.2025.3605372openalex-snapshot
Quantifying Motion Sickness in Virtual Reality Using a Multimodal 1CNN–GRU–Attention Approach With GSR Data
inferred← citeshttps://doi.org/10.1145/3670008openalex-snapshot
“Are you feeling sick?” – A systematic literature review of cybersickness in virtual reality
inferred← citeshttps://doi.org/10.1145/3850152openalex-snapshot
Sensing and Interventions for Social Anxiety: A Review
inferred← citeshttps://doi.org/10.2196/68515openalex-snapshot
Measuring Stress and Perceptions for a Virtual Reality–Based Pericardiocentesis Procedure Simulation for Medical Training: Usability Study
inferred← citeshttps://doi.org/10.2196/preprints.68515openalex-snapshot
Virtual Reality in Medical Training: Usability and Stress Measurements for a Pericardiocentesis Procedure Simulation (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.75083openalex-snapshot
From Fear to Freedom: A Scoping Review of Artificial Intelligence-Powered Virtual Reality Treatment for Phobias (Preprint)
inferred← citeshttps://doi.org/10.31539/joting.v5i1.4887openalex-snapshot
Kontrol Edukasi Video Visual Smartphone Berbasis Selfcare terhadap Kecemasan dan Tekanan Darah Pasien Endoskopi dengan Pelayanan Anestesiologi
inferred← citeshttps://doi.org/10.3389/fcomp.2022.1034307openalex-snapshot
Extended reality for mental health: Current trends and future challenges
inferred← citeshttps://doi.org/10.3390/electronics14061110openalex-snapshot
The Role of Machine Learning in AR/VR-Based Cognitive Therapies: A Systematic Review for Mental Health Disorders
inferred← citeshttps://doi.org/10.3390/jcm15113993openalex-snapshot
Artificial Intelligence-Integrated Virtual Reality in Mental Health Care: A Scoping Review of Evidence, Clinical Applications, and Future Directions
inferred← citeshttps://doi.org/10.70675/8d13bedfz1589z4486zbc0bzdf696c7a3007openalex-snapshot
Development of trustworthy intelligent avatars in virtual immersion
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