Therapist-led and self-led one-session virtual reality exposure therapy for public speaking anxiety with consumer hardware and software: a randomized controlled trial
Abstract
Public speaking anxiety (PSA) is a common condition which can be treated effectively with exposure therapy. However, inherent difficulties in stimuli presentation and control limits dissemination and the therapeutic potential. Virtual Reality (VR) technology has the potential to resolve these issues and provide a scalable platform for self-help interventions. No previous study has examined whether this can be achieved using the first generation of consumer VR hardware and software. In the current trial, n = 25 + 25 participants were randomized to either one-session therapist-led VR exposure therapy for PSA followed by a four-week internet-administered VR to in-vivo transition program, or a waiting-list. Linear mixed effects modeling revealed significant, large (within Cohen's d = 1.67) decreases in self-reported PSA. The waiting-list was then given access to an internet-administered, self-led version of the same VR exposure therapy to be conducted at home, followed by the same transition program. Dual-slope mixed effects modeling revealed significant, large (d = 1.35) decreases in self-reported PSA. Results were maintained or improved at six- and twelve-month follow-ups. We show for the first time that low-cost, off-the-shelf consumer VR hardware and software can be used to conduct exposure therapy for PSA, both in the traditional, previously impractical one-session format, and in a novel self-led, at-home format.
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In the same RCT, therapist-led VRET produced better outcomes at six- and 12-month follow-up than self-guided VRET.
“Comparing both active interventions directly revealed better outcomes at both six- and 12-month follow-up if the intervention was led by a therapist as opposed to the self-guided intervention.”
From Virtual Reality exposure therapy in the treatment of public speaking anxiety and social anxiety disorder (2024) · cites this paper as Lindner et al., 2019
In an RCT (Lindner et al., 2019), both therapist-led and self-led one-session VRET followed by a four-week online VR to in vivo transition program resulted in significant reductions in self-reported PSA symptoms compared to a waitlist control condition.
“Both therapist- and self-led treatments resulted in significant reductions in self-reported PSA symptoms in comparison to the waitlist condition.”
From Virtual Reality exposure therapy in the treatment of public speaking anxiety and social anxiety disorder (2024) · cites this paper as Lindner et al., 2019
Performance of in vivo exposure exercises during the post-VR transition period was associated with higher symptom decreases.
“Notably, performance of in vivo exposure exercises during the post-VR transition period was associated with higher symptom decreases (Lindner et al., 2019).”
From Virtual Reality exposure therapy in the treatment of public speaking anxiety and social anxiety disorder (2024) · cites this paper as Lindner et al., 2019
In a subclinical population with PSA, a therapist-led one-session VRET intervention complemented by a four-week online program including in vivo exposure resulted in greater symptom improvements than a self-guided intervention complemented by the same online program.
“In a similar vein, in a subclinical population with PSA, a therapist-led one-session VRET intervention complemented by a four-week online program including in vivo exposure also resulted in greater symptom improvements than a self-guided intervention complemented by the same online program (Lindner et al., 2019).”
From Virtual Reality exposure therapy in the treatment of public speaking anxiety and social anxiety disorder (2024) · cites this paper as Lindner et al., 2019
Approaches to address the uncanny valley effect include utilizing video recordings of real audiences within VR instead of computer-rendered virtual humans.
“Different approaches have been explored to address this effect, for instance utilizing video recordings of real audiences within VR instead of computer-rendered virtual humans (cf. Lindner et al., 2019).”
From Virtual Reality exposure therapy in the treatment of public speaking anxiety and social anxiety disorder (2024) · cites this paper as Lindner et al., 2019
The overall number of exposure exercises in this study (21 exercises per patient including the self-management phase) was comparable to other RCTs, but the condensed treatment format applies fewer exposure exercises than other types of exposure-based CBT.
“although the overall number of exposure exercises in this study (21 exercises per patient including the self-management phase) was comparable to other RCTs (Deacon, Kemp, et al., 2013;Lang et al., 2012;Lindner et al., 2019), the condensed treatment format applies fewer exposure exercises than other types of exposure-based CBT (e.g., Clark et al., 2006).”
From Effective—and Tolerable: Acceptance and Side Effects of Intensified Exposure for Anxiety Disorders (2023) · cites this paper as Lindner et al., 2019
Cites
Diagnostic and Statistical Manual of Mental Disorders
American Psychiatric Association (2013) · doi:10.1176/appi.books.9780890425596 · Cited by 116,369 · see citing works
Diagnostic and Statistical Manual of Mental Disorders
Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,841 · see citing works
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910 · see citing works
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765 · see citing works
Assessment of client/patient satisfaction: development of a general scale
Larsen, D. L., Attkisson, C. C., Hargreaves, W. A., & Nguyen, T. D. (1979) · Evaluation and Program Planning · doi:10.1016/0149-7189(79)90094-6 · Cited by 2,887 · see citing works
Maximizing exposure therapy: An inhibitory learning approach
Craske, M. G., Treanor, M., Conway, C. C., Zbozinek, T., & Vervliet, B. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.04.006 · Cited by 2,339 · see citing works
Carlbring, P., Andersson, G., Cuijpers, P., Riper, H., & Hedman-Lagerlöf, E. (2018) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2017.1401115 · Cited by 1,232 · see citing works
Self-citationHofmann, S. G. (2007) · Cognitive Behaviour Therapy · doi:10.1080/16506070701421313 · Cited by 1,064 · see citing works
The Liebowitz social anxiety scale as a self-report instrument: a preliminary psychometric analysis
Baker, S. L., Heinrichs, N., Kim, H.-J., & Hofmann, S. G. (2002) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(01)00060-2 · Cited by 640 · see citing works
A Meta-Analytic Review of Adult Cognitive-Behavioral Treatment Outcome Across the Anxiety Disorders
Norton, P. J., & Price, E. C. (2007) · Journal of Nervous & Mental Disease · doi:10.1097/01.nmd.0000253843.70149.9a · Cited by 612 · see citing works
Internet-Delivered Psychological Treatments
Andersson, G. (2016) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-021815-093006 · Cited by 595 · see citing works
Self-citationThe Uncanny Valley: Effect of Realism on the Impression of Artificial Human Faces
Seyama, J., & Nagayama, R. S. (2007) · PRESENCE Virtual and Augmented Reality · doi:10.1162/pres.16.4.337 · Cited by 583 · see citing works
Psychological approaches in the treatment of specific phobias: A meta-analysis
Wolitzky-Taylor, K. B., Horowitz, J. D., Powers, M. B., & Telch, M. J. (2008) · Clinical Psychology Review · doi:10.1016/j.cpr.2008.02.007 · Cited by 530 · see citing works
Social anxiety disorder: questions and answers for the DSM-V
Bögels, S. M., Alden, L., Beidel, D. C., Clark, L. A., Pine, D. S., Stein, M. B., & Voncken, M. (2010) · Depression and Anxiety · doi:10.1002/da.20670 · Cited by 526 · see citing works
One-session treatment for specific phobias
Öst, L.-G. (1989) · Behaviour Research and Therapy · doi:10.1016/0005-7967(89)90113-7 · Cited by 498 · see citing works
Recent Progress in Virtual Reality Exposure Therapy for Phobias: A Systematic Review
Botella, C., Fernández-Álvarez, J., Guillén, V., García-Palacios, A., & Baños, R. (2017) · Current Psychiatry Reports · doi:10.1007/s11920-017-0788-4 · Cited by 460 · see citing works
Andersson, G., Carlbring, P., Holmström, A., Sparthan, E., Furmark, T., Nilsson-Ihrfelt, E., Buhrman, M., & Ekselius, L. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.4.677 · Cited by 382 · see citing works
Self-citationConsensus statement on defining and measuring negative effects of internet interventions
Rozental, A., Andersson, G., Boettcher, J., Ebert, D. D., Cuijpers, P., Knaevelsrud, C., Ljótsson, B., Kaldo, V., Titov, N., & Carlbring, P. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.02.001 · Cited by 371 · see citing works
Self-citationVirtual reality exposure therapy for social anxiety disorder: A randomized controlled trial.
Anderson, P. L., Price, M., Edwards, S. M., Obasaju, M. A., Schmertz, S. K., Zimand, E., & Calamaras, M. R. (2013) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0033559 · Cited by 371 · see citing works
Bouchard, S., Dumoulin, S., Robillard, G., Guitard, T., Klinger, É., Forget, H., Loranger, C., & Roucaut, F. X. (2017) · British Journal of Psychiatry · doi:10.1192/bjp.bp.116.184234 · Cited by 354 · see citing works
Brief Virtual Reality Therapy for Public Speaking Anxiety
Harris, S. R., Kemmerling, R. L., & North, M. M. (2002) · CyberPsychology & Behavior · doi:10.1089/109493102321018187 · Cited by 314 · see citing works
Johansson, R., Carlbring, P., Heedman, Å., Paxling, B., & Andersson, G. (2013) · PeerJ · doi:10.7717/peerj.98 · Cited by 309 · see citing works
Self-citationCognitive behavioral therapy for public-speaking anxiety using virtual reality for exposure
Anderson, P. L., Zimand, E., Hodges, L. F., & ROTHBAUM, B. O. (2005) · Depression and Anxiety · doi:10.1002/da.20090 · Cited by 289 · see citing works
Mannuzza, S. (1995) · Archives of General Psychiatry · doi:10.1001/archpsyc.1995.03950150062011 · Cited by 282 · see citing works
DSM-III-R Subtypes of Social Phobia
Heimberg, R. G., Hope, D. A., Dodge, C. S., & BECKER, R. E. (1990) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-199003000-00004 · Cited by 260 · see citing works
Stein, M. B. (1996) · Archives of General Psychiatry · doi:10.1001/archpsyc.1996.01830020087010 · Cited by 259 · see citing works
Social phobia: An analysis of possible developmental factors.
Stemberger, R. M. T., Turner, S. M., Beidel, D. C., & Calhoun, K. S. (1995) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.104.3.526 · Cited by 237 · see citing works
Features and functionality of the Iterapi platform for internet-based psychological treatment
Vlaescu, G., Alasjö, A., Miloff, A., Carlbring, P., & Andersson, G. (2016) · Internet Interventions · doi:10.1016/j.invent.2016.09.006 · Cited by 229 · see citing works
Self-citationKampmann, I. L., Emmelkamp, P. M. G., Hartanto, D., Brinkman, W.-P., Zijlstra, B. J. H., & Morina, N. (2016) · Behaviour Research and Therapy · doi:10.1016/j.brat.2015.12.016 · Cited by 226 · see citing works
Rozental, A., Kottorp, A., Boettcher, J., Andersson, G., & Carlbring, P. (2016) · PLOS ONE · doi:10.1371/journal.pone.0157503 · Cited by 223 · see citing works
Self-citationHedman, E., Ljótsson, B., Rück, C., Furmark, T., Carlbring, P., Lindefors, N., & Andersson, G. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2010.01.010 · Cited by 220 · see citing works
Self-citationVirtual Reality Cognitive Behavior Therapy for Public Speaking Anxiety: A Randomized Clinical Trial
Wallach, H. S., Safir, M. P., & Bar-Zvi, M. (2009) · Behavior Modification · doi:10.1177/0145445509331926 · Cited by 218 · see citing works
The Brunnsviken Brief Quality of Life Scale (BBQ): development and psychometric evaluation
Lindner, P., Frykheden, O., Forsström, D., Andersson, E., Ljótsson, B., Hedman, E., Andersson, G., & Carlbring, P. (2016) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2016.1143526 · Cited by 212 · see citing works
Self-citationHesser, H. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.02.003 · Cited by 192 · see citing works
Lindner, P., Miloff, A., Hamilton, W., Reuterskiöld, L., Andersson, G., Powers, M. B., & Carlbring, P. (2017) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2017.1280843 · Cited by 187 · see citing works
Self-citationSocial phobia: An analysis of possible developmental factors.
Stemberger, R. M. T., Turner, S. M., Beidel, D. C., et al. (1995) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.104.3.526 · Cited by 185 · see citing works
The relation between public speaking anxiety and social anxiety: A review
Blöte, A. W., Kint, M. J. W., Miers, A. C., & Westenberg, P. M. (2008) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2008.11.007 · Cited by 183 · see citing works
Responses of “generalized” and “discrete” social phobics during public speaking
Levin, A. P., Saoud, J. B., Strauman, T., Gorman, J. M., Fyer, A. J., Crawford, R., & Liebowitz, M. R. (1993) · Journal of Anxiety Disorders · doi:10.1016/0887-6185(93)90003-4 · Cited by 182 · see citing works
One-Session Treatment of Specific Phobias: A Detailed Description and Review of Treatment Efficacy
Zlomke, K. R., & Davis, T. E. (2008) · Behavior Therapy · doi:10.1016/j.beth.2007.07.003 · Cited by 178 · see citing works
Carleton, R. N., Collimore, K. C., McCabe, R. E., & Antony, M. M. (2011) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2011.04.002 · Cited by 177 · see citing works
Virtual reality exposure in the treatment of social anxiety
Anderson, P. L., ROTHBAUM, B. O., & Hodges, L. F. (2003) · Cognitive and Behavioral Practice · doi:10.1016/s1077-7229(03)80036-6 · Cited by 168 · see citing works
One versus five sessions of exposure in the treatment of injection phobia
Öst, L.-G., Hellström, K., & Kåver, A. (1992) · Behavior Therapy · doi:10.1016/s0005-7894(05)80385-5 · Cited by 165 · see citing works
Paxling, B., Lundgren, S., Norman, A., Almlöv, J., Carlbring, P., Cuijpers, P., & Andersson, G. (2013) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465812000240 · Cited by 162 · see citing works
Self-citationDoes habituation matter? Emotional processing theory and exposure therapy for acrophobia
Baker, A., Mystkowski, J., Culver, N., Yi, R., Mortazavi, A., & Craske, M. G. (2010) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.07.009 · Cited by 161 · see citing works
One versus five sessions of exposure in the treatment of flying phobia
Öst, L.-G., Brandberg, M., & Alm, T. (1997) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(97)00077-6 · Cited by 146 · see citing works
Stupar-Rutenfrans, S., Ketelaars, L. E. H., & van Gisbergen, M. S. (2017) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2017.0174 · Cited by 144 · see citing works
Miloff, A., Lindner, P., Hamilton, W., Reuterskiöld, L., Andersson, G., & Carlbring, P. (2016) · Trials · doi:10.1186/s13063-016-1171-1 · Cited by 141 · see citing works
Self-citationÖst, L.-G., Alm, T., Brandberg, M., & Breitholtz, E. (2001) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(99)00176-x · Cited by 138 · see citing works
Development of a new approach to guided self-help via the internet: the Swedish experience
Andersson, G., Bergström, J., Buhrman, M., Carlbring, P., Holländare, F., Kaldo, V., Nilsson-Ihrfelt, E., Paxling, B., Ström, L., & Waara, J. (2008) · Journal of Technology in Human Services · doi:10.1080/15228830802094627 · Cited by 114 · see citing works
Self-citationPublic Speaking Anxiety Scale: Preliminary psychometric data and scale validation
Bartholomay, E. M., & Houlihan, D. D. (2016) · Personality and Individual Differences · doi:10.1016/j.paid.2016.01.026 · Cited by 110 · see citing works
Can Virtual Reality Effectively Elicit Distress Associated with Social Anxiety Disorder?
Owens, M. E., & Beidel, D. C. (2014) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-014-9454-x · Cited by 103 · see citing works
Andersson, G., Waara, J., Jonsson, U., Malmaeus, F., Carlbring, P., & Öst, L. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070902931326 · Cited by 101 · see citing works
Self-citationEl Alaoui, S., Hedman, E., Kaldo, V., Hesser, H., Kraepelien, M., Andersson, E., Rück, C., Andersson, G., Ljótsson, B., & Lindefors, N. (2015) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0039198 · Cited by 99 · see citing works
Self-citationOllendick, T. H., & Davis, T. E. (2013) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2013.773062 · Cited by 97 · see citing works
One- vs. five-session treatment of dental phobia: A randomized controlled study
Haukebø, K., Skaret, E., Öst, L., Raadal, M., Berg, E., Sundberg, H., & Kvale, G. (2007) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2007.09.006 · Cited by 96 · see citing works
Therapists' Perception of Benefits and Costs of Using Virtual Reality Treatments
Segal, R., Bhatia, M., & Drapeau, M. (2010) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2009.0398 · Cited by 83 · see citing works
A short-form of the Personal Report of Confidence as a Speaker
Hook, J. N., Smith, C. A., & Valentiner, D. P. (2008) · Personality and Individual Differences · doi:10.1016/j.paid.2007.11.021 · Cited by 73 · see citing works
Conditioning theory: a model for the etiology of public speaking anxiety?
Hofmann, S. G., Ehlers, A., & Roth, W. T. (1995) · Behaviour Research and Therapy · doi:10.1016/0005-7967(94)00072-r · Cited by 69 · see citing works
Internet-Based Interventions for Social Anxiety Disorder - an Overview
Boettcher, J., Carlbring, P., Renneberg, B., & Berger, T. (2013) · Verhaltenstherapie · doi:10.1159/000354747 · Cited by 67 · see citing works
Self-citationSchwartzman, D., Segal, R., & Drapeau, M. (2012) · Psychological Services · doi:10.1037/a0026801 · Cited by 55 · see citing works
Lindner, P., Nyström, M. B. T., Hassmén, P., Andersson, G., & Carlbring, P. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.04.002 · Cited by 51 · see citing works
Self-citationOne-Session Exposure Treatment for Social Anxiety With Specific Fear of Public Speaking
Hindo, C. S., & González-Prendes, A. (2011) · Research on Social Work Practice · doi:10.1177/1049731510393984 · Cited by 34 · see citing works
Social interactions in virtual reality exposure therapy: A proof-of-concept pilot study
Nexhmedin Morina, B., Brinkman, W., Hartanto, D., Kampmann, I. L., & Emmelkamp, P. M. G. (2015) · Technology and Health Care · doi:10.3233/thc-151014 · Cited by 30 · see citing works
Moldovan, R., & David, D. (2014) · Journal of Evidence-Based Psychotherapies · Cited by 30 · see citing works
The virtues of virtual reality in exposure therapy
Gega, L. (2017) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.116.193300 · Cited by 28 · see citing works
Predictors of response to individual and group cognitive behaviour therapy of social phobia
Mörtberg, E., & Andersson, G. (2013) · Psychology and Psychotherapy Theory Research and Practice · doi:10.1111/papt.12002 · Cited by 16 · see citing works
Self-citationDifferentiating the subtypes of social anxiety disorder
Dalrymple, K. L., & D’Avanzato, C. (2013) · Expert Review of Neurotherapeutics · doi:10.1586/14737175.2013.853446 · Cited by 9 · see citing works
Audio Feedback with Reduced Self-focus as an Intervention for Social Anxiety: An Experimental Study
Nilsson, J., & Lundh, L. (2016) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2015.1126633 · Cited by 7 · see citing works
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Internet-delivered psychological treatments: from innovation to implementation
Andersson, G., Titov, N., Dear, B. F., Rozental, A., & Carlbring, P. (2019) · World Psychiatry · doi:10.1002/wps.20610 · Cited by 747 · see citing works
Self-citationBoeldt, D., McMahon, E., McFaul, M., & Greenleaf, W. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00773 · Cited by 242 · see citing works
Virtual reality in the diagnostic and therapy for mental disorders: A systematic review
Wiebe, A., Kannen, K., Selaskowski, B., Mehren, A., Thöne, A.-K., Pramme, L., Blumenthal, N., Li, M., Asché, L., Jonas, S., et al. (2022) · Clinical Psychology Review · doi:10.1016/j.cpr.2022.102213 · Cited by 223 · see citing works
He, Y., Yang, L., Qian, C., Li, T., Su, Z., Zhang, Q., & Hou, X. (2023) · Journal of Medical Internet Research · doi:10.2196/43862 · Cited by 213 · see citing works
Effects of technology-enhanced language learning on reducing EFL learners’ public speaking anxiety
Chen, Y.-C. (2024) · Computer Assisted Language Learning · doi:10.1080/09588221.2022.2055083 · Cited by 189 · see citing works
Miloff, A., Lindner, P., Dafgård, P., Deak, S., Garke, M., Hamilton, W., Heinsoo, J., Kristoffersson, G., Rafi, J., Sindemark, K., et al. (2019) · Behaviour Research and Therapy · doi:10.1016/j.brat.2019.04.004 · Cited by 155 · see citing works
Self-citationAdvances in immersive virtual reality interventions for mental disorders: A new reality?
Geraets, C. N. W., van der Stouwe, E. C. D., Pot-Kolder, R., & Veling, W. (2021) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2021.02.004 · Cited by 159 · see citing works
Virtual reality therapy in social anxiety disorder
Emmelkamp, P. M. G., Meyerbröker, K., & Morina, N. (2020) · Current Psychiatry Reports · doi:10.1007/s11920-020-01156-1 · Cited by 150 · see citing works
Virtual Reality Aided Therapy towards Health 4.0: A Two-Decade Bibliometric Analysis
Liu, Z., Ren, L., Xiao, C., Zhang, K., & Demian, P. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19031525 · Cited by 142 · see citing works
Advances in the use of virtual reality to treat mental health conditions
Bell, I. H., Pot-Kolder, R., Rizzo, A., Rus-Calafell, M., Cardi, V., Cella, M., Ward, T., Riches, S., Reinoso, M., Thompson, A., et al. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00334-9 · Cited by 140 · see citing works
Kahlon, S., Lindner, P., & Nordgreen, T. (2019) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-019-0307-y · Cited by 130 · see citing works
Virtual Reality for the Enhancement of Emotion Regulation
Colombo, D., Díaz‐García, A., Fernandez‐Álvarez, J., & Botella, C. (2021) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2618 · Cited by 120 · see citing works
Better, Virtually: the Past, Present, and Future of Virtual Reality Cognitive Behavior Therapy
Lindner, P. (2021) · International Journal of Cognitive Therapy · doi:10.1007/s41811-020-00090-7 · Cited by 120 · see citing works
Self-citationLindner, P., Miloff, A., Zetterlund, E., Reuterskiöld, L., Andersson, G., & Carlbring, P. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00176 · Cited by 118 · see citing works
Self-citationVirtual Reality in Clinical Psychology
Riva, G. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-818697-8.00006-6 · Cited by 121 · see citing works
Reeves, R., Elliott, A., Curran, D., Dyer, K., & Hanna, D. (2021) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2021.102451 · Cited by 82 · see citing works
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Schröder, D., Wrona, K. J., Müller, F., Heinemann, S., Fischer, F., & Dockweiler, C. (2023) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2023.101893 · Cited by 85 · see citing works
Lindner, P., Hamilton, W., Miloff, A., & Carlbring, P. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00792 · Cited by 85 · see citing works
Self-citationLindner, P., Dagöö, J., Hamilton, W., Miloff, A., Andersson, G., Schill, A., & Carlbring, P. (2020) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2020.1795240 · Cited by 84 · see citing works
Self-citationReeves, R., Curran, D., Gleeson, A., & Hanna, D. (2022) · Behavior Modification · doi:10.1177/0145445521991102 · Cited by 69 · see citing works
“Of these five utilized VRET (Harris et al., 2002; Heuett & Heuett, 2011; Lindner et al., 2019; North et al., 1998; Wallach et al., 2009), four utilized IVET (Lawm et al.”
BackgroundMethodInfluentialLindner, P., Miloff, A., Bergman, C., Andersson, G., Hamilton, W., & Carlbring, P. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00116 · Cited by 66 · see citing works
Self-citationBertuzzi, V., Fratini, G., Tarquinio, C., Cannistrà, F., Granese, V., Giusti, E. M., Castelnuovo, G., & Pietrabissa, G. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.721382 · Cited by 66 · see citing works
Parsons, T. D. (2021) · Journal of Clinical Medicine · doi:10.3390/jcm10030378 · Cited by 61 · see citing works
The effectiveness of self-guided virtual-reality exposure therapy for public-speaking anxiety
Premkumar, P., Heym, N., Brown, D. J., Battersby, S., Sumich, A., Huntington, B., Daly, R., & Zysk, E. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.694610 · Cited by 57 · see citing works
Extended Reality (XR) in Virtual Laboratories: A Review of Challenges and Future Training Directions
Alnagrat, A. J. A., Ismail, R. C., & Idrus, S. Z. S. (2021) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1874/1/012031 · Cited by 54 · see citing works
Sülter, R. E., Ketelaar, P. E., & Lange, W.-G. (2022) · Computers & Education · doi:10.1016/j.compedu.2021.104384 · Cited by 52 · see citing works
Participatory Design of VR Scenarios for Exposure Therapy
Flobak, E., Wake, J. D., Vindenes, J., Kahlon, S., Nordgreen, T., & Guribye, F. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300799 · Cited by 53 · see citing works
A Postphenomenological Framework for Studying User Experience of Immersive Virtual Reality
Vindenes, J., & Wasson, B. (2021) · Frontiers in Virtual Reality · doi:10.3389/frvir.2021.656423 · Cited by 49 · see citing works
Farrell, L. J., Miyamoto, T., Donovan, C. L., Waters, A. M., Krisch, K. A., & Ollendick, T. H. (2020) · Behavior Therapy · doi:10.1016/j.beth.2020.06.003 · Cited by 49 · see citing works
Xu, C., Demir-Kaymaz, Y., Hartmann, C., Menozzi, M., & Siegrist, M. (2020) · Food Quality and Preference · doi:10.1016/j.foodqual.2020.104071 · Cited by 48 · see citing works
Lindner, P., Miloff, A., Hamilton, W., & Carlbring, P. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00132 · Cited by 47 · see citing works
Self-citationMa, L., Mor, S., Anderson, P. L., Baños, R., Botella, C., Bouchard, S., Cárdenas‐López, G., Donker, T., Fernández‐Álvarez, J., Lindner, P., et al. (2021) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2021.1939410 · Cited by 46 · see citing works
Self-citationA meta-analysis of the effect of virtual reality on reducing public speaking anxiety
Lim, M. H., Aryadoust, V., & Esposito, G. (2022) · Current Psychology · doi:10.1007/s12144-021-02684-6 · Cited by 45 · see citing works
Counsellors’ experiences of online therapy
Khan, S., Shapka, J. D., & Domene, J. F. (2022) · British Journal of Guidance & Counselling · doi:10.1080/03069885.2021.1885009 · Cited by 45 · see citing works
Tan, Y. L., Chang, V. Y. X., Ang, W. H. D., Ang, W. W., & Lau, Y. (2024) · Anxiety Stress & Coping · doi:10.1080/10615806.2024.2392195 · Cited by 49 · see citing works
Chard, I., & van Zalk, N. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.842460 · Cited by 46 · see citing works
Shin, B., Oh, J., Kim, B.-H., Kim, H. E., Kim, H., Kim, S., & Kim, J.-J. (2021) · JMIR Mental Health · doi:10.2196/30590 · Cited by 38 · see citing works
Jiang, M. Y. W., Upton, E., & Newby, J. M. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.076 · Cited by 39 · see citing works
Kleinlogel, E. P., Mast, M. S., Renier, L. A., Bachmann, M., & Brosch, T. (2023) · Cleaner and Responsible Consumption · doi:10.1016/j.clrc.2023.100105 · Cited by 39 · see citing works
Maximizing the impact of virtual reality exposure therapy for anxiety disorders
Anderson, P. L., & Molloy, A. (2020) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2020.10.001 · Cited by 38 · see citing works
Aitamurto, T., Won, A. S., Sakshuwong, S., Kim, B., Sadeghi, Y., Stein, K., Royal, P. G., & Kircos, C. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445183 · Cited by 38 · see citing works
The effect of virtual reality therapy and counseling on students' public speaking anxiety
Sarpourian, F., Samad‐Soltani, T., Moulaei, K., & Bahaadinbeigy, K. (2022) · Health Science Reports · doi:10.1002/hsr2.816 · Cited by 38 · see citing works
A Decade in Review: A Systematic Review of Virtual Reality Interventions for Emotional Disorders
Rowland, D. P., Casey, L. M., Ganapathy, A., Cassimatis, M., & Clough, B. A. (2021) · Psychosocial Intervention · doi:10.5093/pi2021a8 · Cited by 44 · see citing works
Lucena, F. J. H., Díaz, I. A., Reche, M. P. C., Torres, J. M. T., & Rodríguez, J. M. R. (2020) · Journal of Personalized Medicine · doi:10.3390/jpm10010014 · Cited by 37 · see citing works
Virtual reality interventions for the treatment of anxiety disorders: A scoping review
Andersen, N. J., Schwartzman, D., Martinez, C., Cormier, G., & Drapeau, M. (2023) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2023.101851 · Cited by 36 · see citing works
Tuerk, P. W., Schaeffer, C. M., Mcguire, J. F., Larsen, M. A., Capobianco, N. B., & Piacentini, J. C. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-1092-2 · Cited by 34 · see citing works
Doerner, R., & Horst, R. (2021) · Graphics and Visual Computing · doi:10.1016/j.gvc.2021.200037 · Cited by 36 · see citing works
360° Videos for Immersive Mental Health Interventions: a Systematic Review
Ionescu, A., Daele, T. V., Rizzo, A., Blair, C., & Best, P. (2021) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-021-00221-7 · Cited by 38 · see citing works
Virtual Reality for Anxiety Disorders: Rethinking a Field in Expansion
Fernández‐Álvarez, J., Lernia, D. D., & Riva, G. (2020) · Advances in experimental medicine and biology · doi:10.1007/978-981-32-9705-0_21 · Cited by 33 · see citing works
Fernández‐Álvarez, J., Colombo, D., Suso‐Ribera, C., Chirico, A., Serino, S., Lernia, D. D., García‐Palacios, A., Riva, G., & Botella, C. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100407 · Cited by 33 · see citing works
Virtual reality versus face-to-face practice: a study into situational apprehension and performance
Davis, A. J., Linvill, D. L., Hodges, L. F., Costa, A. F. D., & Lee, A. (2019) · Communication Education · doi:10.1080/03634523.2019.1684535 · Cited by 31 · see citing works
Mayer, G., Gronewold, N., Polte, K., Hummel, S., Barniske, J., Korbel, J. J., Zarnekow, R., & Schultz, J.-H. (2022) · JMIR Mental Health · doi:10.2196/40056 · Cited by 30 · see citing works
Unguided virtual-reality training can enhance the oral presentation skills of high-school students
Valls-Ratés, Ï., Niebuhr, O., & Prieto, P. (2022) · Frontiers in Communication · doi:10.3389/fcomm.2022.910952 · Cited by 30 · see citing works
A Virtual Reality-Based Cognitive Telerehabilitation System for Use in the COVID-19 Pandemic
Aldás, J. V., Buele, J., Ramos, P., García‐Magariño, I., & Palacios-Navarro, G. (2021) · Sustainability · doi:10.3390/su13042183 · Cited by 30 · see citing works
Seuling, P. D., Czernin, N. S., & Schiele, M. A. (2024) · Neuroscience Applied · doi:10.1016/j.nsa.2024.104074 · Cited by 28 · see citing works
“Individuals with PSA report excessive anxiety when speaking to larger audiences, leading to significant distress and impairment that does not extend to other social situations (Stein et al., 1996; Furmark et al., 2000; Lindner et al., 2019).”
InfluentialColombo, D., Suso‐Ribera, C., Ortigosa-Beltrán, I., Fernández‐Álvarez, J., García‐Palacios, A., & Botella, C. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11051262 · Cited by 28 · see citing works
Lin, X. B., Lee, T.-S. W., Cheung, Y. B., Ling, J. Z. J., Poon, S. H., Lim, L. E. C., Zhang, H., Chin, Z. Y., Wang, C. C., Krishnan, R. R., et al. (2019) · JMIR Mental Health · doi:10.2196/13869 · Cited by 28 · see citing works
The possibility and importance of immersive technologies during COVID-19 for autistic people
Newbutt, N. A., Schmidt, M., Riva, G., & Schmidt, C. T. (2020) · Journal of Enabling Technologies · doi:10.1108/jet-07-2020-0028 · Cited by 28 · see citing works
Takac, M., Collett, J., Conduit, R., & Foe, A. D. (2021) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2624 · Cited by 28 · see citing works
The Symbiosis of Virtual Reality Exposure Therapy and Telemental Health: A Review
Ong, T., Wilczewski, H., Soni, H., Nisbet, Q., Paige, S. R., Barrera, J. F., Welch, B. M., & Bunnell, B. E. (2022) · Frontiers in Virtual Reality · doi:10.3389/frvir.2022.848066 · Cited by 27 · see citing works
Kahlon, S., Lindner, P., & Nordgreen, T. (2023) · Frontiers in Virtual Reality · doi:10.3389/frvir.2023.1240778 · Cited by 34 · see citing works
Self-citationVirtual reality as a platform for research in gambling behaviour
Dickinson, P., Gerling, K., Wilson, L., & Parke, A. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106293 · Cited by 25 · see citing works
Virtual Reality Therapy for Social Phobia: A Scoping Review
Elham, S., Mehrabi, M., Fatehi, F., & Salehi, A. (2020) · Studies in health technology and informatics · doi:10.3233/shti200253 · Cited by 25 · see citing works
Social Anxiety, Fear of Negative Evaluation, and Distress in a Virtual Reality Environment
Sigurvinsdóttir, R., Ragnarsdóttir, K. S., Kristinsdóttir, K., Hálfdánarson, S. G., Jóhannsdóttir, K. R., Vilhjálmsson, H. H., & Valdimarsdottir, H. B. (2021) · Behaviour Change · doi:10.1017/bec.2021.4 · Cited by 22 · see citing works
Virtual reality exposure therapy for reducing school anxiety in adolescents: Pilot study
Beele, G., Liesong, P., Bojanowski, S., Hildebrand, K., Weingart, M., Asbrand, J., Correll, C. U., Morina, N., & Uhlhaas, P. J. (2024) · JMIR Mental Health · doi:10.2196/56235 · Cited by 20 · see citing works
Stasolla, F., Curcio, E., Passaro, A., Gioia, M. D., Zullo, A., & Martini, E. (2025) · Technologies · doi:10.3390/technologies13020076 · Cited by 22 · see citing works
Doppelganger-based training: Imitating our virtual self to accelerate interpersonal skills learning
Kleinlogel, E. P., Curdy, M., Rodrigues, J., Sandi, C., & Mast, M. S. (2021) · PLoS ONE · doi:10.1371/journal.pone.0245960 · Cited by 20 · see citing works
Ong, T., Barrera, J. F., Sunkara, C., Soni, H., Ivanova, J., Cummins, M. R., Schuler, K. R., Wilczewski, H., Welch, B. M., & Bunnell, B. E. (2024) · Frontiers in Virtual Reality · doi:10.3389/frvir.2024.1332874 · Cited by 19 · see citing works
Cloud Based Virtual Reality Exposure Therapy Service for Public Speaking Anxiety
Šalkevičius, J., Miškinytė, A., & Navickas, L. (2019) · Information · doi:10.3390/info10020062 · Cited by 21 · see citing works
Miller, I., Peake, E., Strauss, G., Vierra, E., Koepsell, X., Shalchi, B., Padmanabhan, A., & Lake, J. (2023) · JMIR Formative Research · doi:10.2196/43260 · Cited by 19 · see citing works
PublicVR: a virtual reality exposure therapy intervention for adults with speech anxiety
Spyridonis, F., Daylamani-Zad, D., & Nightingale, J. (2024) · Virtual Reality · doi:10.1007/s10055-024-00998-x · Cited by 19 · see citing works
Demographic predictors of public speaking anxiety among university students
Lintner, T., & Belovecová, B. (2024) · Current Psychology · doi:10.1007/s12144-024-06216-w · Cited by 19 · see citing works
Effective—and Tolerable: Acceptance and Side Effects of Intensified Exposure for Anxiety Disorders
Heinig, I., Knappe, S., Hoyer, J., Wittchen, H.-U., Richter, J., Arolt, V., Deckert, J., Domschke, K., Hamm, A., Kircher, T., et al. (2023) · Behavior Therapy · doi:10.1016/j.beth.2022.11.001 · Cited by 17 · see citing works
Psychoeducation on Stress and Anxiety Using Virtual Reality: A Mixed-Methods Study
Pallavicini, F., Orena, E. F., Achille, F., Cassa, M. I., Vuolato, C., Stefanini, S., Caragnano, C., Pepe, A., Veronese, G., Ranieri, P., et al. (2022) · Applied Sciences · doi:10.3390/app12189110 · Cited by 18 · see citing works
Chard, I., Zalk, N. V., & Picinali, L. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1061323 · Cited by 20 · see citing works
Development of a virtual reality laboratory stressor
Malta, L. S., Giosan, C., Szkodny, L. E., Altemus, M. M., Rizzo, A., Silbersweig, D., & Difede, J. (2020) · Virtual Reality · doi:10.1007/s10055-020-00455-5 · Cited by 16 · see citing works
Powers, M. B., & ROTHBAUM, B. O. (2018) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2018.08.007 · Cited by 16 · see citing works
Dilgul, M., Martinez, J., Laxhman, N., Priebe, S., & Bird, V. J. (2020) · Consortium Psychiatricum · doi:10.17650/2712-7672-2020-1-1-30-46 · Cited by 18 · see citing works
Cooper, D. D. J., Champion, S. M., Stavropoulos, L., & Grisham, J. R. (2021) · British Journal of Clinical Psychology · doi:10.1111/bjc.12279 · Cited by 15 · see citing works
Arnfred, B. T., Svendsen, J. K., Adjorlu, A., & Horthøj, C. (2023) · Frontiers in Virtual Reality · doi:10.3389/frvir.2023.952741 · Cited by 15 · see citing works
Premkumar, P., Heym, N., Myers, J. A. C., Formby, P., Battersby, S., Sumich, A. L., & Brown, D. J. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1467141 · Cited by 15 · see citing works
Self-guided virtual reality therapy for anxiety: A systematic review
Graham, W. M., Drinkwater, R., Kelson, J. N., & Kabir, M. A. (2025) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2025.105902 · Cited by 16 · see citing works
Lindner, P., Dafgård, P., Miloff, A., Andersson, G., Reuterskiöld, L., Hamilton, W., & Carlbring, P. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.645273 · Cited by 14 · see citing works
Self-citationValls-Ratés, Ï., Niebuhr, O., & Prieto, P. (2023) · Frontiers in Virtual Reality · doi:10.3389/frvir.2023.1074062 · Cited by 16 · see citing works
Heart Rate Prediction from Head Movement during Virtual Reality Treatment for Social Anxiety
Noori, F. M., Kahlon, S., Lindner, P., Nordgreen, T., Torresen, J., & Riegler, M. (2019) · 2019 International Conference on Content-Based Multimedia Indexing (CBMI) · doi:10.1109/cbmi.2019.8877454 · Cited by 11 · see citing works
Self-citationRejbrand, C., Fure, B., & Sonnby, K. (2023) · Upsala Journal of Medical Sciences · doi:10.48101/ujms.v128.9289 · Cited by 11 · see citing works
Virtual Reality Could Help Assess Sexual Aversion Disorder
Lafortune, D., Dubé, S., Lapointe, V. A., Bonneau, J., Champoux, C., & Sigouin, N. (2023) · The Journal of Sex Research · doi:10.1080/00224499.2023.2241860 · Cited by 10 · see citing works
Anxiety Level of An Indonesian EFL Student in A Public Speaking Class: A Narrative Inquiry
Mahmudi, N., & Anugerahwati, M. (2021) · INTERNATIONAL JOURNAL OF LANGUAGE TEACHING AND EDUCATION · doi:10.22437/ijolte.v5i1.13771 · Cited by 10 · see citing works
Banakou, D., Johnston, T., Beacco, A., Şenel, G., & Slater, M. (2024) · JMIR Formative Research · doi:10.2196/52212 · Cited by 12 · see citing works
Koller, M., Schäfer, P., Lochner, D., & Meixner, G. (2019) · IEEE International Conference on Healthcare Informatics (ICHI) · doi:10.1109/ichi.2019.8904768 · Cited by 9 · see citing works
A Framework for Virtual Reality Training to Improve Public Speaking
Pellett, K., & Zaidi, S. F. M. (2019) · ACM Symposium on Virtual Reality Software and Technology (VRST) · doi:10.1145/3359996.3364727 · Cited by 8 · see citing works
Jones, P., Osborne, T., Sullivan-Drage, C., Keen, N., & Gadsby, E. (2022) · Policy Press eBooks · doi:10.56687/9781447360773 · Cited by 8 · see citing works
Just breathe: Towards real-time intervention for public speaking anxiety
Kimani, E., Shamekhi, A., & Bickmore, T. (2020) · Smart Health · doi:10.1016/j.smhl.2020.100146 · Cited by 8 · see citing works
Emotional Intelligence as a Predictor of Writing and Public Speaking Anxieties
Kelly, S. E., Smith, T. N., & Brown, W. S. (2020) · Business Communication Research and Practice · doi:10.22682/bcrp.2020.3.2.76 · Cited by 7 · see citing works
Ørskov, P. T., Runge, E., Holmberg, T. T., Ernst, M. T., Clemmensen, L., Dalsgaard, C., Lichtenstein, M. B., & Bouchard, S. (2025) · Frontiers in Virtual Reality · doi:10.3389/frvir.2025.1588181 · Cited by 7 · see citing works
Luca, R. D., Calderone, A., Gangemi, A., Rifici, C., Bonanno, M., Maggio, M. G., Cappadona, I., Veneziani, I., Ielo, A., Corallo, F., et al. (2024) · Brain Sciences · doi:10.3390/brainsci14050410 · Cited by 7 · see citing works
Evolution of VRET to Assist in the Treatment of Phobias: a systematic review
Pereira, J. S., Faeda, L. M., & Coelho, A. M. (2020) · Symposium on Virtual and Augmented Reality (SVR) · doi:10.1109/svr51698.2020.00064 · Cited by 7 · see citing works
Valence/Arousal Estimation of Occluded Faces from VR Headsets
Gotsman, T., Polydorou, N., & Edalat, A. (2021) · IEEE International Conference on Cognitive Machine Intelligence (CogMI) · doi:10.1109/cogmi52975.2021.00021 · Cited by 7 · see citing works
Kleinlogel, E. P., Mast, M. S., & Renier, L. A. (2024) · Scientific Reports · doi:10.1038/s41598-024-57662-2 · Cited by 6 · see citing works
- Authors
- Lindner, P., Miloff, A., Fagernäs, S., Andersen, J., Sigeman, M., Andersson, G., Furmark, T., & Carlbring, P.
- Affiliations
- Stockholm University (SE)
- Uppsala University (SE)
- Linköping University (SE)
- Corresponding author
- Lindner, Philip
- Venue
- Journal of Anxiety Disorders
- Publisher
- Elsevier BV
- Published
- 2019-01
- Volume
- 61
- Pages
- 45-54
- ISSN
- 0887-6185 (ISSN-L)
- OpenAlex
- W2884316046
- Cited by
- 175
- References
- 67
- Citations by year
- 2026: 19 · 2025: 25 · 2024: 18 · 2023: 19 · 2022: 17 · 2021: 33 · 2020: 26 · 2019: 17 · 2018: 1
- FWCI
- 19.17
- Type
- journal article
- Language
- en
- Update notices
- erratum (2019-05-01)
- Open access
- closed
- Locations
- Journal of Anxiety Disorders (publishedVersion)
- PubMed (publishedVersion)
- University of Southern Denmark Research Portal (University of Southern Denmark) (submittedVersion)
- Topics
- Physical Sciences › Computer Science › Human-Computer Interaction › Virtual Reality Applications and Impacts
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- public speaking anxiety, virtual reality exposure therapy, low-cost technology, treatment dissemination, maintenance of treatment effects
- MeSH terms
- Adult, Anxiety, Anxiety Disorders, Female, Humans, Implosive Therapy, Male, Self Care, Software, Speech, Virtual Reality Exposure Therapy
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