A Therapy System for Post-Traumatic Stress Disorder Using a Virtual Agent and Virtual Storytelling to Reconstruct Traumatic Memories
Open accessAbstract
Although post-traumatic stress disorder (PTSD) is well treatable, many people do not get the desired treatment due to barriers to care (such as stigma and cost). This paper presents a system that bridges this gap by enabling patients to follow therapy at home. A therapist is only involved remotely, to monitor progress and serve as a safety net. With this system, patients can recollect their memories in a digital diary and recreate them in a 3D WorldBuilder. Throughout the therapy, a virtual agent is present to inform and guide patients through the sessions, employing an ontology-based question module for recollecting traumatic memories to further elicit a detailed memory recollection. In a usability study with former PTSD patients (n = 4), these questions were found useful for memory recollection. Moreover, the usability of the whole system was rated positively. This system has the potential to be a valuable addition to the spectrum of PTSD treatments, offering a novel type of home therapy assisted by a virtual agent.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous studies have demonstrated that chatbot interventions improve psychological difficulties including major depressive disorder, panic disorder, posttraumatic stress disorder, antipsychotic medication adherence, and perceived stress.
“Previous studies have demonstrated that chatbot interventions improve psychological difficulties including major depressive disorder [15], panic disorder [16], posttraumatic stress disorder [17], antipsychotic medication adherence [18], and perceived stress [19].”
From A Cognitive Behavioral Therapy Chatbot (Otis) for Health Anxiety Management: Mixed Methods Pilot Study (2022) · cites this paper as [17]
Citation [17] is attached to posttraumatic stress disorder, not the other conditions in the sentence. The Evaluation’s second usability test reports that four former PTSD patients found the virtual-agent system’s questions useful for recalling traumatic memories. It does not demonstrate that the intervention improved PTSD symptoms; the reported outcomes concern recollection and usability. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
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
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
Lecture Notes in Computer Science 1205
(1999) · Industrial Robot the international journal of robotics research and application · doi:10.1108/ir.1999.04926fae.001 · Cited by 39,228 · see citing works
Ontology Development 101: A Guide to Creating Your First Ontology
Noy, N. F., & McGuinness, D. L. (2002) · Cited by 4,622 · see citing works
Rudd (2006) · doi:10.1002/(issn)1097-4679 · Cited by 2,635 · see citing works
A Multidimensional Meta-Analysis of Psychotherapy for PTSD
Bradley, R., Greene, J., Russ, E., Dutra, L., & Westen, D. (2005) · American Journal of Psychiatry · doi:10.1176/appi.ajp.162.2.214 · Cited by 1,938 · see citing works
Confronting a traumatic event: Toward an understanding of inhibition and disease.
Pennebaker, J. W., & Beall, S. K. (1986) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.95.3.274 · Cited by 1,898 · see citing works
A meta-analytic review of prolonged exposure for posttraumatic stress disorder
Powers, M. B., Halpern, J. M., Ferenschak, M. P., Gillihan, S. J., & Foa, E. B. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2010.04.007 · Cited by 1,005 · see citing works
Emotional and physical health benefits of expressive writing
Baikie, K. A., & Wilhelm, K. (2005) · Advances in Psychiatric Treatment · doi:10.1192/apt.11.5.338 · Cited by 517 · see citing works
Ehring, T., Welboren, R., Morina, N., Wicherts, J. M., Freitag, J., & Emmelkamp, P. M. G. (2014) · Clinical Psychology Review · doi:10.1016/j.cpr.2014.10.004 · Cited by 373 · see citing works
Great Expectations?! Assortment Size, Expectations, and Satisfaction
Diehl, K., & Poynor, C. (2010) · Journal of Marketing Research · doi:10.1509/jmkr.47.2.312 · Cited by 357 · see citing works
Economic evaluations of Internet interventions for mental health: a systematic review
Donker, T., Blankers, M., Hedman, E., Ljótsson, B., Petrie, K., & Christensen, H. (2015) · Psychological Medicine · doi:10.1017/s0033291715001427 · Cited by 316 · see citing works
A randomized controlled trial of an automated exercise coach for older adults
Bickmore, T. W., Silliman, R. A., Nelson, K., Cheng, D. M., Winter, M., Henault, L., & Paasche‐Orlow, M. K. (2013) · Journal of the American Geriatrics Society · doi:10.1111/jgs.12449 · Cited by 305 · cited 1× · see citing works
“The addition of virtual agents has been shown to have a positive effect on attention [19], adherence [20, 21] and likability [22, 23] of applications.”
BackgroundArtificial Intelligence in Psychological Practice: Current and Future Applications and Implications
Luxton, D. D. (2014) · Professional Psychology Research and Practice · doi:10.1037/a0034559 · Cited by 297 · see citing works
Meyerbröker, K., & Emmelkamp, P. M. G. (2010) · Depression and Anxiety · doi:10.1002/da.20734 · Cited by 290 · see citing works
Recommendations for the ethical use and design of artificial intelligent care providers
Luxton, D. D. (2014) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2014.06.004 · Cited by 243 · see citing works
Yee, N., Bailenson, J. N., & Rickertsen, K. (2007) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1240624.1240626 · Cited by 243 · see citing works
Westerhof, G., & Bohlmeijer, E. (2014) · Journal of Aging Studies · doi:10.1016/j.jaging.2014.02.003 · Cited by 206 · see citing works
Posttraumatic Stress Disorder and Suicide Risk Among Veterans
Pompili, M., Sher, L., Serafini, G., Forte, A. M., Innamorati, M., Dominici, G., Lester, D., Amore, M., & Girardi, P. (2013) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0b013e3182a21458 · Cited by 203 · see citing works
The impact of dissociation and depression on the efficacy of prolonged exposure treatment for PTSD
Hagenaars, M. A., van Minnen, A., & Hoogduin, K. A. L. (2009) · Behaviour Research and Therapy · doi:10.1016/j.brat.2009.09.001 · Cited by 195 · see citing works
A reusable framework for health counseling dialogue systems based on a behavioral medicine ontology
Bickmore, T. W., Schulman, D., & Sidner, C. L. (2011) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2010.12.006 · Cited by 147 · see citing works
Klein, B., Mitchell, J., Abbott, J.-A., Shandley, K. A., Austin, D., Gilson, K., Kiropoulos, L. A., Cannard, G., & Redman, T. (2010) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2010.04.005 · Cited by 124 · see citing works
The impact of dissociation and depression on the efficacy of prolonged exposure treatment for PTSD
Hagenaars, M. A., van Minnen, A., & Googduin, K. A. L. (2009) · PsycEXTRA Dataset · doi:10.1037/e717692011-004 · Cited by 122 · see citing works
A Roadmap to Computer-Based Psychotherapy in the United States
Cartreine, J. A., Ahern, D. K., & Locke, S. E. (2010) · Harvard Review of Psychiatry · doi:10.3109/10673221003707702 · Cited by 88 · see citing works
Klein, B., Mitchell, J., Gilson, K., Shandley, K. A., Austin, D., Kiropoulos, L. A., Abbott, J.-A., & Cannard, G. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070902803483 · Cited by 82 · see citing works
Motraghi, T. E., Seim, R. W., Meyer, E. C., & Morissette, S. B. (2013) · Journal of Clinical Psychology · doi:10.1002/jclp.22051 · Cited by 75 · see citing works
Spence, J., Titov, N., Johnston, L., Jones, M. P., Dear, B. F., & Solley, K. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.03.009 · Cited by 75 · see citing works
Robinson, J., Hetrick, S., Cox, G., Bendall, S., Yung, A., & Pirkis, J. (2015) · Early Intervention in Psychiatry · doi:10.1111/eip.12136 · Cited by 71 · cited 1× · see citing works
“, where a clinician monitors distress scores in an application for students at risk for suicide [18].”
BackgroundAn adaptive display to treat stress-related disorders: EMMA’s World
Baños, R. M., Botella, C., Guillen, V., García-Palacios, A., Quero, S., Bretón-López, J., & Alcañiz, M. (2009) · British Journal of Guidance & Counselling · doi:10.1080/03069880902957064 · Cited by 65 · see citing works
A Validity Study of the Subjective Unit of Discomfort (SUD) Score.
Kaplan, D. M. (1995) · Measurement and Evaluation in Counseling and Development · Cited by 64 · see citing works
Elderly Users in Ambient Intelligence: Does an Avatar Improve the Interaction?
Ortiz, A., del Puy Carretero, M., Oyarzun, D., Yanguas, J. J., Buiza, C., Gonzalez, M. F., & Etxeberria, I. (2007) · Lecture Notes in Computer Science · doi:10.1007/978-3-540-71025-7_8 · Cited by 62 · see citing works
Avatars in Assistive Homes for the Elderly
Morandell, M., Hochgatterer, A., Fagel, S., & Wassertheurer, S. (2008) · Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society · doi:10.1007/978-3-540-89350-9_27 · Cited by 47 · see citing works
Lyons, C., Hopley, P., & HORROCKS, J. (2009) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/j.1365-2850.2009.01390.x · Cited by 42 · see citing works
Andrade, A. D., Anam, R., Karanam, C., Downey, P. A., & Ruiz, J. G. (2015) · Urology · doi:10.1016/j.urology.2014.11.017 · Cited by 41 · see citing works
An Adaptive Display for the Treatment of Diverse Trauma PTSD Victims
Botella, C., García‐Palacios, A., Guillén, V., Baños, R., Quero, S., & Alcañíz, M. (2010) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2009.0353 · Cited by 38 · see citing works
Motivational interviewing in a web-based physical activity intervention: questions and reflections
Friederichs, S. A. H., Oenema, A., Bolman, C. A. W., Guyaux, J., van Keulen, H. M., & Lechner, L. (2013) · Health Promotion International · doi:10.1093/heapro/dat069 · Cited by 36 · see citing works
Riva, G., Carelli, L., Gaggioli, A., Gorini, A., Vigna, C., Corsi, R., Faletti, G., & Vezzadini, L. (2009) · PubMed · Cited by 24 · see citing works
An Ontology-Based Question System for a Virtual Coach Assisting in Trauma Recollection
Tielman, M. L., van Meggelen, M., Neerincx, M. A., & Brinkman, W. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-21996-7_2 · Cited by 21 · see citing works
Self-citationKordy, H., Backenstraß, M., Hüsing, J., Wolf, M., Aulich, K., Bürgy, M., Puschner, B., Rummel‐Kluge, C., & Vedder, H. (2013) · Contemporary Clinical Trials · doi:10.1016/j.cct.2013.08.005 · Cited by 21 · see citing works
NeuroVR 1.5 in Practice: Actual Clinical Applications of the Open Source VR System
Riva, G., Carelli, L., Gaggioli, A., Gorini, A., Vigna, C., Algeri, D., Repetto, C., Raspelli, S., Corsi, R., Faletti, G., et al. (2009) · Studies in health technology and informatics · doi:10.3233/978-1-60750-017-9-57 · Cited by 18 · see citing works
Cognitive Engineering of a Military Multi-Modal Memory Restructuring System
Brinkman, W., Vermetten, E. H. G. J. M., den Steen, M. M. V., & Neerincx, M. A. (2011) · Cited by 12 · see citing works
Self-citationMulti-Modal Memory Restructuring for Patients Suffering from Combat-Related PTSD: a Pilot Study
Matthew, V. D. S., Brinkman, W., Vermetten, E. H. G. J. M., & Neerincx, M. A. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-561-7-208 · Cited by 3 · see citing works
Self-citation
Flagged first, then by citations
2 of the 44 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- [6]van den Steen, M., Brinkman, W.-P., Vermetten, E. and Neerincx, M.,Design and Usability Evaluation of a Multi-Modal Memory Restructuring System for the treatment of combat-related PTSD," in ECCE 2010 Workshop on Cognitive Engineering for Technology in Mental Health Care and Rehabilitation, 2010.
- [33]J. Brooke, SUS: A “quick and dirty” usability scale, P. Jordan, B. Thomas, I. McClelland and B. Weerdmeester, Eds., Taylor & Francis, 1996, pp. 189–194.
Cited by
Sorted by citations
Chatbots and Conversational Agents in Mental Health: A Review of the Psychiatric Landscape
Vaidyam, A. N., Wisniewski, H., Halamka, J. D., Kashavan, M. S., & Torous, J. B. (2019) · The Canadian Journal of Psychiatry · doi:10.1177/0706743719828977 · Cited by 1,048 · see citing works
Perceptions and opinions of patients about mental health chatbots: scoping review
Abd-Alrazaq, A. A., Alajlani, M., Ali, N., Denecke, K., Bewick, B. M., & Househ, M. (2021) · Journal of Medical Internet Research · doi:10.2196/17828 · Cited by 301 · see citing works
Prochaska, J. J., Vogel, E. A., Chieng, A., Kendra, M., Baiocchi, M., Pajarito, S., & Robinson, A. (2021) · Journal of Medical Internet Research · doi:10.2196/24850 · Cited by 257 · see citing works
“Finally, although conversational agents can present in different modalities, including text, verbal [18,19], and animation [20-25], preliminary research on modality for psychoeducation delivery specifically found that text-based presentation resulted in higher program adherence than verbal presentation [26].”
BackgroundVirtual 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
Technical metrics used to evaluate health care chatbots: scoping review
Abd-Alrazaq, A., Safi, Z., Alajlani, M., Warren, J., Househ, M., & Denecke, K. (2020) · Journal of Medical Internet Research · doi:10.2196/18301 · Cited by 150 · see citing works
Chatbots to Support Young Adults’ Mental Health: An Exploratory Study of Acceptability
Koulouri, T., Macredie, R. D., & Olakitan, D. (2022) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/3485874 · Cited by 127 · see citing works
Fonseka, T. M., Bhat, V., & Kennedy, S. H. (2019) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867419864428 · Cited by 126 · see citing works
Bin Sawad, A., Narayan, B., Alnefaie, A., Maqbool, A., Mckie, I., Smith, J., Yuksel, B., Puthal, D., Prasad, M., & Kocaballi, A. B. (2022) · Sensors · doi:10.3390/s22072625 · Cited by 113 · see citing works
Application of Artificial Intelligence on Psychological Interventions and Diagnosis: An Overview
Zhou, S., Zhao, J., & Zhang, L. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.811665 · Cited by 128 · see citing works
Text Messaging-Based Medical Diagnosis Using Natural Language Processing and Fuzzy Logic
Omoregbe, N. A., Ndaman, I. O., Misra, S., Abayomi‐Alli, O., & Damaševičius, R. (2020) · Journal of Healthcare Engineering · doi:10.1155/2020/8839524 · Cited by 102 · see citing works
Security, privacy, and healthcare-related conversational agents: a scoping review
May, R., & Denecke, K. (2021) · Informatics for Health and Social Care · doi:10.1080/17538157.2021.1983578 · Cited by 91 · see citing works
Early detection of depression using a conversational AI bot: A non-clinical trial
Kaywan, P., Ahmed, K. E. U., Ibaida, A., Miao, Y., & Gu, B. (2023) · PLoS ONE · doi:10.1371/journal.pone.0279743 · Cited by 83 · see citing works
Vaidyam, A. N., Linggonegoro, D. W., & Torous, J. B. (2020) · The Canadian Journal of Psychiatry · doi:10.1177/0706743720966429 · Cited by 83 · see citing works
Virtual Reality in Health Care: Bibliometric Analysis
Pawassar, C. M., & Tiberius, V. (2021) · JMIR Serious Games · doi:10.2196/32721 · Cited by 79 · see citing works
Evaluation Techniques for Chatbot Usability: A Systematic Mapping Study
Ren, R., Castro, J. W., Acuña, S. T., & Lara, J. D. (2019) · International Journal of Software Engineering and Knowledge Engineering · doi:10.1142/s0218194019400163 · Cited by 63 · see citing works
Tielman, M. L., Neerincx, M. A., Pagliari, C., Rizzo, A., & Brinkman, W. (2019) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-019-0796-x · Cited by 54 · see citing works
Self-citationSix challenges for human-AI Co-learning
van den Bosch, K., Schoonderwoerd, T., Blankendaal, R., & Neerincx, M. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-22341-0_45 · Cited by 50 · see citing works
Self-citationDas, A., Selek, S., Warner, A. R., Zuo, X., Hu, Y., Kuttichi Keloth, V., Li, J., Zheng, W. J., & Xu, H. (2022) · Proceedings of the 21st Workshop on Biomedical Language Processing · doi:10.18653/v1/2022.bionlp-1.27 · Cited by 47 · see citing works
Goonesekera, Y., & Donkin, L. (2022) · JMIR Formative Research · doi:10.2196/37877 · Cited by 43 · see citing works
“Previous studies have demonstrated that chatbot interventions improve psychological difficulties including major depressive disorder [15], panic disorder [16], posttraumatic stress disorder [17], antipsychotic medication adherence [18], and perceived stress [19].”
BackgroundGenerative AI in Marketing: Promises, Perils, and Public Policy Implications
Kumar, V., Kotler, P., Gupta, S., & Rajan, B. (2024) · Journal of Public Policy & Marketing · doi:10.1177/07439156241286499 · Cited by 61 · see citing works
Kim, J., Muhic, J., Robert, L., & Park, S. Y. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3502116 · Cited by 41 · see citing works
Mood Worlds: A Virtual Environment for Autonomous Emotional Expression
Wagener, N., Niess, J., Rogers, Y., & Schöning, J. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3501861 · Cited by 38 · 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
Mariamo, A., Temcheff, C. E., Léger, P., Sénécal, S., & Lau, M. A. (2021) · JMIR Human Factors · doi:10.2196/24343 · Cited by 35 · see citing works
Reconstructing Personal Stories in Virtual Reality as a Mechanism to Recover the Self
Georgieva, I., & Georgiev, G. V. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17010026 · Cited by 33 · see citing works
Chatbots in Healthcare: Challenges, Technologies and Applications
Sharma, D., Kaushal, S., Kumar, H., & Gainder, S. (2022) · International Conference on Artificial Intelligence and Speech Technology (AIST) · doi:10.1109/aist55798.2022.10065328 · Cited by 32 · see citing works
Usability of Chatbots: A Systematic Mapping Study
Ren, R., Castro, J. W., Acuña, S. T., & Lara, J. D. (2019) · Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering · doi:10.18293/seke2019-029 · Cited by 31 · see citing works
Memoria traumática: estrategias de afrontamiento adaptativas e inadaptativas
Echeburúa, E., & Amor, P. J. (2019) · Terapia psicológica · doi:10.4067/s0718-48082019000100071 · Cited by 30 · see citing works
Tielman, M. L., Neerincx, M. A., & Brinkman, W. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.9240 · Cited by 27 · see citing works
Self-citationDenecke, K., & May, R. (2022) · Journal of Medical Internet Research · doi:10.2196/41583 · Cited by 27 · see citing works
A survey on agents applications in healthcare: Opportunities, challenges and trends
Sulis, E., Mariani, S., & Montagna, S. (2023) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2023.107525 · Cited by 25 · see citing works
Stress Management Training using Biofeedback guided by Social Agents
Schneeberger, T., Sauerwein, N., Anglet, M. S., & Gebhard, P. (2021) · ACM International Conference on Intelligent User Interfaces (IUI) · doi:10.1145/3397481.3450683 · Cited by 23 · see citing works
Kruse, L., Hertel, J., Mostajeran, F., Schmidt, S., & Steinicke, F. (2023) · Proceedings - International Symposium on Mixed and Augmented Reality, ISMAR · doi:10.1109/ismar59233.2023.00082 · Cited by 23 · see citing works
Situation-Aware Emotion Regulation of Conversational Agents with Kinetic Earables
Katayama, S., Mathur, A., den Broeck, M. V., Okoshi, T., Nakazawa, J., & Kawsar, F. (2019) · International Conference on Affective Computing and Intelligent Interaction and workshops · doi:10.1109/acii.2019.8925449 · Cited by 21 · see citing works
An Evaluation of Generative Pre-Training Model-based Therapy Chatbot for Caregivers
Wang, L., Mujib, M. I., Williams, J., Demiris, G., & Huh-Yoo, J. (2021) · arXiv · doi:10.48550/arxiv.2107.13115 · Cited by 21 · see citing works
Telling autonomous systems what to do
Werkhoven, P., Kester, L., & Neerincx, M. (2018) · Proceedings of the 36th European Conference on Cognitive Ergonomics · doi:10.1145/3232078.3232238 · Cited by 19 · see citing works
Self-citationExtended Reality for Mental Health Evaluation: Scoping Review
Omisore, O. M., Odenigbo, I. P., Orji, J., Beltran, A. I. H., Meier, S. M., Baghaei, N., & Orji, R. (2024) · JMIR Serious Games · doi:10.2196/38413 · Cited by 23 · see citing works
Understanding the Determinants of Using Government AI-Chatbots by Citizens in Saudi Arabia
Abed, S. S. (2024) · International Journal of Electronic Government Research · doi:10.4018/ijegr.349733 · Cited by 19 · see citing works
Esposito, A. A., Amorese, T., Cuciniello, M., Esposito, A. M., & Cordasco, G. (2023) · Frontiers in Computer Science · doi:10.3389/fcomp.2023.1138501 · Cited by 17 · see citing works
Ren, R., Castro, J. W., Santos, A., Pérez-Soler, S., Acuña, S. T., & Lara, J. D. (2020) · International Conference on Evaluation and Assessment in Software Engineering (EASE) · doi:10.1145/3383219.3383246 · Cited by 17 · see citing works
Minder, B., Wolf, P., Baldauf, M., & Verma, S. (2023) · Humanities and Social Sciences Communications · doi:10.1057/s41599-023-01615-z · Cited by 18 · see citing works
Investigating usability pitfalls in Brazilian and Foreign governmental chatbots
Monteiro, M. D. S., Batista, G. O. D. S., & Salgado, L. C. D. C. (2023) · Journal on Interactive Systems · doi:10.5753/jis.2023.3104 · Cited by 16 · see citing works
Amith, M. “., Roberts, K. E., & Tao, C. (2019) · BMC Bioinformatics · doi:10.1186/s12859-019-3193-7 · Cited by 16 · see citing works
Wagener, N., Duong, T. D., Schöning, J., Rogers, Y., & Niess, J. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-85610-6_16 · Cited by 15 · see citing works
Li, Z., Zhu, Z., Gui, X.-N., & Luo, Y. (2025) · Int. J. Hum. Comput. Stud. · doi:10.1016/j.ijhcs.2025.103555 · Cited by 23 · see citing works
The Emergent Role of Virtual Reality in the Treatment of Neuropsychiatric Disease
Benyoucef, Y., Lesport, P., & Chassagneux, A. (2017) · Frontiers in Neuroscience · doi:10.3389/fnins.2017.00491 · Cited by 13 · see citing works
Global Suicide Rate Among Youngsters Increasing Significantly
Zohuri, B. (2020) · Online Journal of Neurology and Brain Disorders · doi:10.32474/ojnbd.2020.03.000175 · Cited by 13 · see citing works
The City as a Personal Assistant
Acer, U. G., den Broeck, M. V., Min, C., Dasari, M., & Kawsar, F. (2022) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3534573 · Cited by 12 · see citing works
DEPRA: An Early Depression Detection Analysis Chatbot
Kaywan, P., Ahmed, K. E. U., Miao, Y., Ibaida, A., & Gu, B. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-90885-0_18 · Cited by 12 · see citing works
Reflecting on Emotions within VR Mood Worlds
Wagener, N., & Niess, J. (2021) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/3460418.3479342 · Cited by 10 · see citing works
Chaudry, B., & Islam, A. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192113794 · Cited by 12 · see citing works
Augmenting Conversational Agents with Ambient Acoustic Contexts
Park, C., Min, C., Bhattacharya, S., & Kawsar, F. (2020) · International Conference on Human-Computer Interaction with Mobile Devices and Services (MobileHCI) · doi:10.1145/3379503.3403535 · Cited by 10 · see citing works
Design Validation of a Relational Agent by COVID-19 Patients: Mixed Methods Study
Islam, A., & Chaudry, B. (2022) · JMIR Human Factors · doi:10.2196/42740 · Cited by 9 · see citing works
A FLASH OF HOPE: Eye Movement Desensitization and Reprocessing (EMDR) Therapy.
Gainer, D. M., Alam, S., Alam, H., & Redding, H. (2020) · Europe PMC (PubMed Central) · Cited by 9 · see citing works
Narrative self-recreation in virtual reality
Georgieva, I., & Georgiev, G. V. (2022) · Frontiers in Virtual Reality · doi:10.3389/frvir.2022.854333 · Cited by 11 · see citing works
Brown, S. A., & Chu, S. L. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-92300-6_30 · Cited by 6 · see citing works
Real-World Methods of Autobiographical Recall in Virtual Reality
Götz, L., Rivu, R., Alt, F., Schmidt, A., & Mäkelä, V. (2022) · Nordic Conference on Human-Computer Interaction · doi:10.1145/3546155.3546704 · Cited by 5 · see citing works
A Conditional Companion: Lived Experiences of People with Mental Health Disorders Using LLMs
Purohit, A. K., & Heuer, H. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3791763 · Cited by 5 · see citing works
Experimental Disproof of a Manga Character Construction Model
Matsui, T., & Gunji, Y. (2021) · Symmetry · doi:10.3390/sym13050838 · Cited by 4 · see citing works
PsyQ, P., KUIK, S. V., van Emmerik, A., Brinkman, W., Uduwa-vidanalage, E. S., SCHOUTEN, C., & Arntz, A. R. (2023) · Journal of Evidence-Based Psychotherapies · doi:10.24193/jebp.2023.1.4 · Cited by 4 · see citing works
Self-citationAugmented Reality Narratives for Post-Traumatic Stress Disorder Treatment
Liu, C., Cassinelli, Á., & Sandor, C. (2020) · IEEE International Symposium on Mixed and Augmented Reality Adjunct (ISMAR-Adjunct) · doi:10.1109/ismar-adjunct51615.2020.00086 · Cited by 4 · see citing works
A Health Service Delivery Relational Agent for the COVID-19 Pandemic
Islam, A., Rahman, M. M., Kabir, M. F., & Chaudhry, B. M. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-82405-1_4 · Cited by 3 · see citing works
Global suicide rate among youngsters increasing significantly
Zohuri, B., & McDaniel, P. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-95416-7.00007-9 · Cited by 3 · see citing works
Veneziano, M., Cuciniello, M., Amorese, T., Cordasco, G., Vogel, C. M., & Esposito, A. A. (2024) · IEEE International Conference on Cognitive Infocommunications · doi:10.1109/coginfocom63007.2024.10894720 · Cited by 2 · see citing works
The city as a personal assistant
Acer, U. G., den Broeck, M. V., & Kawsar, F. (2019) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/3341162.3350847 · Cited by 2 · see citing works
Global Suicide Rate Among Youngsters Increasing Significantly
Zohuri, B., & Zadeh, S. (2020) · Acta Scientific Pharmaceutical Sciences · doi:10.31080/asps.2020.04.0515 · Cited by 2 · see citing works
Developing a Social Biofeedback Training System for Stress Management Training
Schneeberger, T., Sauerwein, N., Anglet, M. S., & Gebhard, P. (2020) · Companion Publication of the International Conference on Multimodal Interaction (ICMI Companion) · doi:10.1145/3395035.3425222 · Cited by 2 · see citing works
Acceptance Evaluation of a COVID-19 Home Health Service Delivery Relational Agent
Islam, A., & Chaudry, B. (2022) · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering · doi:10.1007/978-3-030-99194-4_4 · Cited by 2 · see citing works
A Relational Agent for the COVID-19 Patients: Design, Approach, and Implications (Preprint)
Islam, A., & Chaudry, B. (2022) · JMIR Human Factors · doi:10.2196/37734 · Cited by 2 · see citing works
Reducing the stigma on posttraumatic stress disorder in militaries through virtual reality
van Bennekom, M. J., & de Koning, P. P. (2018) · mHealth · doi:10.21037/mhealth.2018.03.01 · Cited by 2 · see citing works
di Furia, M., Nicoli, N., Akyar, Ö. Y., & Rossi, M. (2022) · Communications in computer and information science · doi:10.1007/978-3-031-15845-2_3 · Cited by 1 · see citing works
Towards Safe Conversational Agents in Healthcare
Denecke, K. (2023) · Studies in health technology and informatics · doi:10.3233/shti230094 · Cited by 1 · see citing works
Rings, S., Kruse, L., Rudschies, C., Rolvien, L., Schauenburg, G., Gallinat, J., Schneider, I., & Steinicke, F. (2025) · Mensch und Computer (MuC) · doi:10.1145/3743049.3743063 · Cited by 1 · see citing works
Cheng, W.-H., Lee, Y., Jamieson, J., Wang, W.-H., & Lin, W. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3757517 · Cited by 1 · see citing works
A Proposal for a Common Platform and Methodology for Evaluating xR Experiences
Ohyama, J. (2025) · IEEE International Symposium on Mixed and Augmented Reality Adjunct (ISMAR-Adjunct) · doi:10.1109/ismar-adjunct68609.2025.00096 · Cited by 1 · see citing works
On Intelligent Systems for Storytelling
Ozaeta, L., & Graña, M. (2018) · Advances in intelligent systems and computing · doi:10.1007/978-3-319-94120-2_56 · Cited by 1 · see citing works
Keys to emotional wellbeing and resilience in minors who have suffered trauma
Echeburúa, E., & Amor, P. J. (2022) · Ansiedad y Estrés · doi:10.5093/anyes2022a18 · Cited by 1 · see citing works
[DC] Fostering Well-Being with Virtual Reality Applications
Wagener, N. (2023) · IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW) · doi:10.1109/vrw58643.2023.00325 · Cited by 1 · see citing works
A Cloud-Based Intelligent Virtual Assistant for Adolescents
Afrin, Z., Farid, D. M., & Mamun, K. A. (2023) · Communications in computer and information science · doi:10.1007/978-981-99-7649-2_9 · Cited by 1 · see citing works
Estrategias de afrontamiento, vías de protección del bienestar en tiempos de pandemia
Insaurralde, L. M. (2022) · Revista Científica Arbitrada de la Fundación MenteClara · doi:10.32351/rca.v7.307 · Cited by 1 · see citing works
MetaHug: Audio-Visual Stimuli Change Stress Buffer Effect of Hug
Shiomi, M., & Hagita, N. (2018) · IEEE RO-MAN · doi:10.1109/roman.2018.8525722
Creating 3D worlds through storytelling and narration
Edmond, C., Branchaud, D., & Bednarz, T. P. (2020) · Australian Conference on Human-Computer Interaction (OzCHI) · doi:10.1145/3441000.3441028
A Cognitive Behaviour Therapy Chatbot (Otis) for Health Anxiety Management: Pilot Study (Preprint)Preprint
Goonesekera, Y., & Donkin, L. (2022) · doi:10.2196/preprints.37877
Link, M., Gerth, S., Belikova-Gerth, V., & Jesse, J. (2023) · Springer eBooks · doi:10.1007/978-3-658-42060-4_9
Application of Art Therapy for Coping with Post-Traumatic Stress Disorder: Future Directions"
Volоtovska, N. V. (2023) · Psychosomatic Medicine and General Practice · doi:10.26766/pmgp.v8i4.464
VR 評価実験プラットフォーム Xperigrapher® と体験デザインへの応用事例
oyama, J. (2023) · Journal of the Society of Biomechanisms · doi:10.3951/sobim.47.3_160
SIA-Lab: A Platform for Exploring Assistive and Supportive Socially Interactive Agents
Ameli, M., Schneeberger, T., Wessler, J., Dietz, M., André, E., & Gebhard, P. (2025) · ACM International Conference on Intelligent Virtual Agents (IVA) · doi:10.1145/3717511.3749309
Tielman, M. L. (2017) · Data Archiving and Networked Services (DANS) · doi:10.4121/uuid:7ba977ef-891f-419b-983a-3aa8126e3a2e
Self-citationWaehlisch, M. (2026) · Springer eBooks · doi:10.1007/978-3-658-49644-9_35
Design and Evaluation of a Culturally Adapted Multimodal Virtual Agent for PTSD Screening
Ozel, C., Nadeem, W., Potter, S., Bokhari, Y., Alwuqaysi, B., Alotaibi, W. A., Alnufaie, R. F., Boughorbel, S., Aljouie, A., Altasan, R., et al. (2026) · ACM International Conference on Intelligent Virtual Agents (IVA) · doi:10.1145/3806774.3832796
Perspective Chapter: Identity in Metaverse
Samejima, N., Bredikhina, L., & Ohyama, J. (2026) · IntechOpen eBooks · doi:10.5772/intechopen.1012896
Pavão, J., Bastardo, R., Silva, A. G., & Rocha, N. P. (2026) · JMIR Human Factors · doi:10.2196/102911
Explaining value creation in mental health IT configurations: An integrated framework
Olivera, W., Mathiassen, L., Baird, A. M., & Xia, Y. (2026) · Information & Management · doi:10.1016/j.im.2026.104451
- Authors
- Tielman, M. L., Neerincx, M. A., Bidarra, R., Kybartas, B., & Brinkman, W.-P.
- Affiliations
- Delft University of Technology (NL)
- Netherlands Organisation for Applied Scientific Research (NL)
- Corresponding author
- Tielman, Myrthe L.
- Venue
- Journal of Medical Systems
- Published
- 2017-07-11
- Volume
- 41
- Issue
- 8
- Pages
- 125-125
- ISSN
- 0148-5598 (ISSN-L)
- 1573-689X
- PMC
- PMC5506234
- OpenAlex
- W2734969743
- Cited by
- 94
- References
- 44
- Citations by year
- 2026: 6 · 2025: 5 · 2024: 4 · 2023: 13 · 2022: 22 · 2021: 12 · 2020: 13 · 2019: 13 · 2018: 4 · 2017: 2
- FWCI
- 10.83
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Journal of Medical Systems (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- TNO Repository (submittedVersion)
- Research Repository (Delft University of Technology) (submittedVersion, cc-by)
- Repository hosted by TU Delft Library (TU Delft) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (314-99-104)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Posttraumatic Stress Disorder Research
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Physical Sciences › Computer Science › Human-Computer Interaction › Virtual Reality Applications and Impacts
- Keywords
- post-traumatic stress disorder, virtual agents, virtual storytelling, memory reconstruction, home-based therapy, remote therapy, digital diaries, barriers to care, PTSD treatment
- MeSH terms
- Humans, Stress Disorders, Post-Traumatic
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review