Chatbots to Support Young Adults’ Mental Health: An Exploratory Study of Acceptability
Open accessAbstract
Despite the prevalence of mental health conditions, stigma, lack of awareness, and limited resources impede access to care, creating a need to improve mental health support. The recent surge in scientific and commercial interest in conversational agents and their potential to improve diagnosis and treatment seems a potentially fruitful area in this respect, particularly for young adults who widely use such systems in other contexts. Yet, there is little research that considers the acceptability of conversational agents in mental health. This study, therefore, presents three research activities that explore whether conversational agents and, in particular, chatbots can be an acceptable solution in mental healthcare for young adults. First, a survey of young adults (in a university setting) provides an understanding of the landscape of mental health in this age group and of their views around mental health technology, including chatbots. Second, a literature review synthesises current evidence relating to the acceptability of mental health conversational agents and points to future research priorities. Third, interviews with counsellors who work with young adults, supported by a chatbot prototype and user-centred design techniques, reveal the perceived benefits and potential roles of mental health chatbots from the perspective of mental health professionals, while suggesting preconditions for the acceptability of the technology. Taken together, these research activities: provide evidence that chatbots are an acceptable solution to offering mental health support for young adults; identify specific challenges relating to both the technology and environment; and argue for the application of user-centred approaches during development of mental health chatbots and more systematic and rigorous evaluations of the resulting solutions.
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?
Justification for focusing on the young population is rooted in prior research demonstrating distinctive preferences, attitudes, and utilization patterns compared to adults.
“Justification for focusing on the young population is rooted in prior research demonstrating distinctive preferences, attitudes, and utilization patterns compared to adults17,18.”
From Use of automated conversational agents in improving young population mental health: a scoping review (2024) · cites this paper as [17]
The Methods and Results sections describe young adults’ attitudes toward mental-health technology and their patterns of seeking support and using apps. Section 5.2 compares young adults with counsellors, but the paper does not establish that their preferences, attitudes, or utilization patterns differ from those of older adults. (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
User Acceptance of Information Technology: Toward A Unified View1
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003) · MIS Quarterly · doi:10.2307/30036540 · Cited by 45,035 · see citing works
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.593 · Cited by 20,391 · see citing works
SUS: A 'Quick and Dirty' Usability Scale
(1996) · Usability Evaluation In Industry · doi:10.1201/9781498710411-35 · Cited by 8,989 · see citing works
Qualitative research in health care: Analysing qualitative data
Pope, C. (2000) · BMJ · doi:10.1136/bmj.320.7227.114 · Cited by 8,131 · see citing works
Sekhon, M., Cartwright, M., & Francis, J. J. (2017) · BMC Health Services Research · doi:10.1186/s12913-017-2031-8 · Cited by 3,938 · see citing works
Gulliver, A., Griffiths, K. M., & Christensen, H. (2010) · BMC Psychiatry · doi:10.1186/1471-244x-10-113 · Cited by 3,292 · see citing works
Greenhalgh, T., Wherton, J., Papoutsi, C., Lynch, J., Hughes, G., A'Court, C., Hinder, S., Fahy, N., Procter, R., & Shaw, S. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.8775 · Cited by 2,887 · see citing works
Fitzpatrick, K. K., Darcy, A., & Vierhile, M. (2017) · JMIR Mental Health · doi:10.2196/mental.7785 · Cited by 2,730 · cited 4× · see citing works
“For example, the Woebot chatbot reduced symptoms of stress and anxiety in two weeks [Fitzpatrick et al. 2017], while frequent users of the Wysa chatbot also reported lower levels of depression [Inkster et al. 2018].”
BackgroundMethodInfluentialYardley, L., Morrison, L., Bradbury, K., & Muller, I. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4055 · Cited by 1,442 · see citing works
Conversational agents in healthcare: a systematic review
Laranjo, L., Dunn, A. G., Tong, H. L., Kocaballi, A. B., Chen, J., Bashir, R., Surian, D., Gallego, B., Magrabi, F., Lau, A. Y. S., et al. (2018) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocy072 · Cited by 1,388 · see citing works
Help-Seeking and Access to Mental Health Care in a University Student Population
Eisenberg, D., Golberstein, E., & Gollust, S. E. (2007) · Medical Care · doi:10.1097/mlr.0b013e31803bb4c1 · Cited by 1,131 · see citing works
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
It's only a computer: virtual humans increase willingness to disclose
Lucas, G. M., Gratch, J., King, A., & Morency, L.-P. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.04.043 · Cited by 977 · see citing works
Mental Health Smartphone Apps: Review and Evidence-Based Recommendations for Future Developments
Bakker, D., Kazantzis, N., Rickwood, D., & Rickard, N. (2016) · JMIR Mental Health · doi:10.2196/mental.4984 · Cited by 886 · see citing works
Nadarzynski, T., Miles, O., Cowie, A., & Ridge, D. (2019) · DIGITAL HEALTH · doi:10.1177/2055207619871808 · Cited by 810 · see citing works
mHealth for mental health: Integrating smartphone technology in behavioral healthcare.
Luxton, D. D., McCann, R. A., Bush, N. E., Mishkind, M. C., & Reger, G. M. (2011) · Professional Psychology: Research and Practice · doi:10.1037/a0024485 · Cited by 809 · see citing works
Torous, J., Nicholas, J., Larsen, M. E., Firth, J., & Christensen, H. (2018) · Evidence Based Mental Health · doi:10.1136/eb-2018-102891 · Cited by 790 · see citing works
Fulmer, R., Joerin, A., Gentile, B., Lakerink, L., & Rauws, M. (2018) · doi:10.2196/preprints.9782 · Cited by 715 · see citing works
A Systematic Review of the Technology Acceptance Model in Health Informatics
Rahimi, B., Nadri, H., Lotfnezhad Afshar, H., & Timpka, T. (2018) · Applied Clinical Informatics · doi:10.1055/s-0038-1668091 · Cited by 688 · see citing works
Ho, A., Hancock, J., & Miner, A. S. (2018) · Journal of Communication · doi:10.1093/joc/jqy026 · Cited by 629 · cited 3× · see citing works
“In Inkster et al. [2018], users of the Wysa chatbot, an app to offer depression therapy, selected pre-formatted options to give feedback about the app, with the majority finding it helpful and encouraging.”
BackgroundResultSocial-psychological factors affecting help-seeking for emotional problems
Rickwood, D. J., & Braithwaite, V. A. (1994) · Social Science & Medicine · doi:10.1016/0277-9536(94)90099-x · Cited by 583 · see citing works
Elliott, R., Bohart, A. C., Watson, J. C., & Greenberg, L. S. (2011) · Psychotherapy · doi:10.1037/a0022187 · Cited by 511 · see citing works
Embodied conversational agents in clinical psychology: a scoping review
Provoost, S., Lau, H. M., Ruwaard, J., & Riper, H. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6553 · Cited by 433 · see citing works
Clinician Acceptance is the Key Factor for Sustainable Telehealth Services
Wade, V. A., Eliott, J. A., & Hiller, J. E. (2014) · Qualitative Health Research · doi:10.1177/1049732314528809 · Cited by 410 · see citing works
Memon, A., Taylor, K., Mohebati, L. M., Sundin, J., Cooper, M., Scanlon, T., & de Visser, R. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-012337 · Cited by 401 · see citing works
Czyz, E. K., Horwitz, A. G., Eisenberg, D., Kramer, A., & King, C. A. (2013) · Journal of American College Health · doi:10.1080/07448481.2013.820731 · Cited by 388 · see citing works
Physicians’ perceptions of chatbots in health Care: cross-sectional web-based survey
Palanica, A., Flaschner, P., Thommandram, A., Li, M., & Fossat, Y. (2019) · Journal of Medical Internet Research · doi:10.2196/12887 · Cited by 384 · see citing works
Empathy in Virtual Agents and Robots
Paiva, A., Leite, I., Boukricha, H., & Wachsmuth, I. (2017) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/2912150 · Cited by 373 · see citing works
Miner, A. S., Milstein, A., Schueller, S., Hegde, R., Mangurian, C., & Linos, E. (2016) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2016.0400 · Cited by 368 · see citing works
Ly, K. H., Ly, A.-M., & Andersson, G. (2017) · Internet Interventions · doi:10.1016/j.invent.2017.10.002 · Cited by 368 · see citing works
An experimental study of public trust in AI chatbots in the public sector
Aoki, N. (2020) · Government Information Quarterly · doi:10.1016/j.giq.2020.101490 · Cited by 350 · see citing works
The mental health of university students in the United Kingdom
Macaskill, A. (2013) · British Journal of Guidance and Counselling · doi:10.1080/03069885.2012.743110 · Cited by 335 · see citing works
Survey of conversational agents in health
Montenegro, J. L. Z., da Costa, C. A., & da Rosa Righi, R. (2019) · Expert Systems with Applications · doi:10.1016/j.eswa.2019.03.054 · Cited by 322 · see citing works
Reporting Mental Health Symptoms: Breaking Down Barriers to Care with Virtual Human Interviewers
Lucas, G. M., Rizzo, A., Gratch, J., Scherer, S., Stratou, G., Boberg, J., & Morency, L.-P. (2017) · Frontiers in Robotics and AI · doi:10.3389/frobt.2017.00051 · Cited by 308 · see citing works
Mobile, social, and wearable computing and the evolution of psychological practice.
Morris, M. E., & Aguilera, A. (2012) · Professional Psychology Research and Practice · doi:10.1037/a0029041 · Cited by 294 · see citing works
Musiat, P., Goldstone, P., & Tarrier, N. (2014) · BMC Psychiatry · doi:10.1186/1471-244x-14-109 · Cited by 273 · see citing works
Morris, R. R., Kouddous, K., Kshirsagar, R., & Schueller, S. M. (2018) · Journal of Medical Internet Research · doi:10.2196/10148 · Cited by 273 · see citing works
Greer, S., Ramo, D., Chang, Y.-J., Fu, M., Moskowitz, J., & Haritatos, J. (2019) · JMIR mHealth and uHealth · doi:10.2196/15018 · Cited by 265 · see citing works
Nienhuis, J. B., Owen, J. J., Valentine, J. C., Black, S. W., Halford, T. C., Parazak, S. E., Budge, S. L., & Hilsenroth, M. J. (2016) · Psychotherapy Research · doi:10.1080/10503307.2016.1204023 · Cited by 263 · see citing works
Hoermann, S., McCabe, K. L., Milne, D. N., & Calvo, R. A. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7023 · Cited by 263 · see citing works
Klopfenstein, L. C., Delpriori, S., Malatini, S., & Bogliolo, A. (2017) · Designing Interactive Systems Conference · doi:10.1145/3064663.3064672 · Cited by 257 · see citing works
Acceptability of health care interventions: A theoretical framework and proposed research agenda
Sekhon, M., Cartwright, M., & Francis, J. (2018) · British Journal of Health Psychology · doi:10.1111/bjhp.12295 · Cited by 257 · see citing works
Gorczynski, P. F., Sims‐Schouten, W., Hill, D. M., & Wilson, J. C. (2017) · The Journal of Mental Health Training Education and Practice · doi:10.1108/jmhtep-05-2016-0027 · Cited by 239 · see citing works
Intelligent personal assistants: A systematic literature review
Silva, A. D. B., Gomes, M. M., da Costa, C. A., Righi, R. D. R., Barbosa, J. L. V., Pessin, G., Doncker, G. D., & Federizzi, G. (2020) · Expert Systems with Applications · doi:10.1016/j.eswa.2020.113193 · Cited by 238 · see citing works
Evidence-based apps? A review of mental health mobile applications in a psychotherapy context
Lui, J. H. L., Marcus, D. K., & Barry, C. T. (2017) · Professional Psychology Research and Practice · doi:10.1037/pro0000122 · Cited by 217 · see citing works
Maintaining reality: Relational agents for antipsychotic medication adherence
Bickmore, T. W., Puskar, K., Schlenk, E. A., Pfeifer, L. M., & Sereika, S. M. (2010) · Interacting with Computers · doi:10.1016/j.intcom.2010.02.001 · Cited by 213 · see citing works
Artificial Intelligence-Assisted Online Social Therapy for Youth Mental Health
D'Alfonso, S., Santesteban-Echarri, O., Rice, S., Wadley, G., Lederman, R., Miles, C., Gleeson, J., & Alvarez-Jimenez, M. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00796 · Cited by 192 · see citing works
Anderson, J. K., Howarth, E., Vainre, M., Jones, P., & Humphrey, A. (2017) · Children and Youth Services Review · doi:10.1016/j.childyouth.2017.04.017 · Cited by 184 · see citing works
Tariman, J. D., Berry, D. L., Halpenny, B., Wolpin, S., & Schepp, K. (2011) · Applied Nursing Research · doi:10.1016/j.apnr.2009.04.003 · Cited by 157 · see citing works
Pickard, M. D., Roster, C. A., & Chen, Y. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.08.004 · Cited by 157 · see citing works
Bickmore, T. W., Utami, D., Matsuyama, R., & Paasche-Orlow, M. K. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5239 · Cited by 153 · see citing works
Talking to machines about personal mental health problems
Miner, A. S., Milstein, A., & Hancock, J. T. (2017) · JAMA · doi:10.1001/jama.2017.14151 · Cited by 153 · see citing works
When the Social Becomes Non-Human: Young People's Perception of Social Support in Chatbots
Bae Brandtzæg, P. B., Skjuve, M., Kristoffer Dysthe, K. K., & Følstad, A. (2021) · Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445318 · Cited by 153 · cited 4× · see citing works
“counsellors, as well as by research, as characteristics crucial for user engagement with mental health technologies [Morris & Aguilera 2012; Bae Brandtzæg et al. 2021]. The counsellors suggested that chatbots have the potential to improve access to mental healthrelated information, increase awareness, and reduce barri…”
BackgroundResultInfluentialGardiner, P. M., McCue, K. D., Negash, L. M., Cheng, T., White, L. F., Yinusa-Nyahkoon, L., Jack, B. W., & Bickmore, T. W. (2017) · Patient Education and Counseling · doi:10.1016/j.pec.2017.04.015 · Cited by 139 · see citing works
Designing a Chatbot for a Brief Motivational Interview on Stress Management: Qualitative Case Study
Park, S., Choi, J., Lee, S., Oh, C., Kim, C., La, S., Lee, J., & Suh, B. (2019) · Journal of Medical Internet Research · doi:10.2196/12231 · Cited by 137 · see citing works
Can machines talk? Comparison of Eliza with modern dialogue systems
Shah, H., Warwick, K., Vallverdú, J., & Wu, D. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.01.004 · Cited by 133 · see citing works
Factors influencing the adoption of health information technologies: a systematic review
Garavand, A., Mohseni, M., Asadi, H., Etemadi, M., Moradi-Joo, M., & Moosavi, A. (2016) · Electronic physician · doi:10.19082/2713 · Cited by 131 · see citing works
Philip, P., Micoulaud-Franchi, J.-A., Sagaspe, P., Sevin, E. D., Olive, J., Bioulac, S., & Sauteraud, A. (2017) · Scientific Reports · doi:10.1038/srep42656 · Cited by 128 · see citing works
Jungmann, S. M., Klan, T., Kuhn, S., & Jungmann, F. (2019) · JMIR Formative Research · doi:10.2196/13863 · Cited by 127 · see citing works
Burton, C., Szentagotai Tatar, A., McKinstry, B., Matheson, C., Matu, S., Moldovan, R., Macnab, M., Farrow, E., David, D., Pagliari, C., et al. (2016) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x15609793 · Cited by 125 · see citing works
Gaffney, H., Mansell, W., Edwards, R., & Wright, J. (2014) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s135246581300060x · Cited by 122 · see citing works
Web-Based Mindfulness Interventions for People With Physical Health Conditions: Systematic Review
Toivonen, K. I., Zernicke, K., & Carlson, L. E. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7487 · Cited by 106 · see citing works
Philip, P., Dupuy, L., Auriacombe, M., Serre, F., de Sevin, É., Sauteraud, A., & Micoulaud‐Franchi, J. (2020) · npj Digital Medicine · doi:10.1038/s41746-019-0213-y · Cited by 105 · see citing works
Levin, M. E., Hayes, S. C., Pistorello, J., & Seeley, J. R. (2016) · Journal of Clinical Psychology · doi:10.1002/jclp.22254 · Cited by 103 · see citing works
Apolinário-Hagen, J., Kemper, J., & Stürmer, C. (2017) · JMIR Mental Health · doi:10.2196/mental.6186 · Cited by 98 · see citing works
Scholten, M. R., Kelders, S. M., & Van Gemert-Pijnen, J. E. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7351 · Cited by 97 · see citing works
Sebastian, J., & Richards, D. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.03.071 · Cited by 96 · see citing works
Tielman, M. L., Neerincx, M. A., Bidarra, R., Kybartas, B., & Brinkman, W.-P. (2017) · Journal of Medical Systems · doi:10.1007/s10916-017-0771-y · Cited by 94 · see citing works
Easton, K., Potter, S., Bec, R., Bennion, M., Christensen, H., Grindell, C., Mirheidari, B., Weich, S., de Witte, L., Wolstenholme, D., et al. (2019) · Journal of Medical Internet Research · doi:10.2196/12996 · Cited by 88 · cited 3× · see citing works
“Finally, Wizard of Oz studies were excluded, as system responses in those setups were generated by another human (for example, the study by Easton et al. [2019]). (3) They performed a user evaluation that measured any aspect linked to acceptability. Studies in which the user evaluation reported only health-related mea…”
MethodInfluential(Inter)personal Computing: The Role of the Therapeutic Relationship in E-mental Health
Cavanagh, K., & Millings, A. (2013) · Journal of Contemporary Psychotherapy · doi:10.1007/s10879-013-9242-z · Cited by 88 · see citing works
Acceptability Engineering: the Study of user Acceptance of Innovative Technologies
Kim, H. (2015) · Journal of Applied Research and Technology · doi:10.1016/j.jart.2015.06.001 · Cited by 86 · 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
Martínez-Miranda, J., Martínez, A., Ramos, R., Aguilar, H., Jiménez, L., Arias, H., Rosales, G., & Valencia, E. (2019) · Journal of Medical Systems · doi:10.1007/s10916-019-1387-1 · Cited by 79 · see citing works
Development of a mental health smartphone app: perspectives of mental health service users
Goodwin, J., Cummins, J. S., Behan, L., & O’Brien, S. M. (2016) · Journal of Mental Health · doi:10.3109/09638237.2015.1124392 · Cited by 77 · see citing works
Inferring Capabilities of Intelligent Agents from Their External Traits
Knijnenburg, B. P., & Willemsen, M. C. (2016) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/2963106 · Cited by 71 · see citing works
Tielman, M. L., Neerincx, M. A., van Meggelen, M., Franken, I., & Brinkman, W.-P. (2018) · Technology and Health Care · doi:10.3233/thc-170899 · Cited by 63 · see citing works
Creating a Chatbot for and with Migrants: Chatbot Personality Drives Co-Design Activities
Chen, Z., Lu, Y., Nieminen, M. P., & Lucero, A. (2020) · Proceedings of the 2020 ACM Designing Interactive Systems Conference · doi:10.1145/3357236.3395495 · Cited by 61 · see citing works
Yokotani, K., Takagi, G., & Wakashima, K. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.03.045 · Cited by 51 · see citing works
Virtual Humans in Health-Related Interventions: A Meta-Analysis
Ma, T., Sharifi, H., & Chattopadhyay, D. (2019) · Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290607.3312853 · Cited by 37 · see citing works
Context-based counselor agent for software development ecosystem
Shinozaki, T., Yamamoto, Y., & Tsuruta, S. (2013) · Computing · doi:10.1007/s00607-013-0352-y · Cited by 36 · see citing works
Usability and acceptability assessment of an empathic virtual agent to prevent major depression
Bresó, A., Martínez‐Miranda, J., Botella, C., Baños, R. M., & García‐Gómez, J. M. (2016) · Expert Systems · doi:10.1111/exsy.12151 · Cited by 36 · see citing works
Druss, B. G., & Dimitropoulos, L. (2013) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2013.03.012 · Cited by 32 · see citing works
Effects of the Advisor and Environment on Requesting and Complying With Automated Advice
Sutherland, S. C., Harteveld, C., & Young, M. E. (2016) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/2905370 · Cited by 32 · see citing works
Turvey, C., & Roberts, L. J. (2015) · International Review of Psychiatry · doi:10.3109/09540261.2015.1087975 · Cited by 31 · see citing works
Randall, E. M., & Bewick, B. M. (2015) · British Journal of Guidance and Counselling · doi:10.1080/03069885.2015.1017801 · Cited by 29 · see citing works
Gaffney, H., Mansell, W., & Tai, S. (2020) · Digital Health · doi:10.1177/2055207620911580 · Cited by 26 · cited 1× · see citing works
“In their most recent study [Gaffney et al. 2020], users ACM Transactions on Interactive Intelligent Systems, Vol. 12, No. 2, Article 11.”
BackgroundIntroducing the Conversational Interface
McTear, M., Callejas, Z., & Griol, D. (2016) · Springer eBooks · doi:10.1007/978-3-319-32967-3_1 · Cited by 24 · see citing works
VICA, a visual counseling agent for emotional distress
Sakurai, Y., Ikegami, Y., Sakai, M., Fujikawa, H., Tsuruta, S., González, A. J., Sakurai, E., Damiani, E., Kutics, A., Knauf, R., et al. (2019) · Journal of Ambient Intelligence and Humanized Computing · doi:10.1007/s12652-019-01180-x · Cited by 9 · see citing works
Evaluation of a workplace technology for mental health assessment: A meaning-making process
Farzanfar, R., & Finkelstein, D. (2011) · Computers in Human Behavior · doi:10.1016/j.chb.2011.08.022 · Cited by 7 · see citing works
Designing behavioral self-regulation application for preventive personal mental healthcare
Hirano, M., Ogura, K., Kitahara, M., Sakamoto, D., & Shimoyama, H. (2017) · Health Psychology Open · doi:10.1177/2055102917707185 · Cited by 7 · see citing works
Flagged first, then by citations
1 of the 91 references couldn’t be matched to a known paper.
Research works printed but not linked: 5
- B. Inkster, S. Sarda, and V. Subramanian. 2018. An empathy-driven, conversational artificial intelligence agent (WYSA) for digital mental well-being: Real-world data evaluation mixed-methods study. JMIR Mhealth Uhealth 6, 11 (2018), e12106. DOI:10.2196/MHEALTH.12106 · DOI
- Michael McTear, Zoraida Callejas, and David Griol. 2016. The Conversational Interface: Talking to Smart Devices (1st ed.). Springer Publishing Company, Incorporated.
- J. Nielsen. 1994. Usability inspection methods. Retrieved from http://delivery.acm.org/10.1145/270000/260531/p413- nielsen.pdf?ip=5.70.15.114&id=260531&acc=ACTIVESERVICE&key=BF07A2EE685417C5.E5A0F962EEDC4F14. 4D4702B0C3E38B35.4D4702B0C3E38B35&CFID=1010278983&CFTOKEN=82819229&__acm__=1514071142_ fb60f29883303e8aa93a0cfbb221b0ff. · DOI
- J. Preece, Y. Rogers, and H. Sharp. 2015. Interaction Design: Beyond Human-computer Interaction. 4th ed. John Wiley & Sons, Chichester. Retrieved from https://www.wiley.com/en-gb/Interaction+Design%3A+Beyond+Human+Computer+ Interaction%2C+4th+Edition-p-9781119020752.
- S. Suganuma, D. Sakamoto, and H. Shimoyama. 2018. An embodied conversational agent for unguided internet-based cognitive behavior therapy in preventative mental health: Feasibility and acceptability pilot trial'. JMIR Ment. Health 5, 3 (2018), e10454. DOI:10.2196/MENTAL.10454 · DOI
Cited by
Sorted by citations
Roles, Users, Benefits, and Limitations of Chatbots in Health Care: Rapid Review (Preprint)
Laymouna, M., Ma, Y., Lessard, D., Schuster, T., Engler, K., & Lebouché, B. (2024) · doi:10.2196/preprints.56930 · Cited by 302 · see citing works
Roles, Users, Benefits, and Limitations of Chatbots in Health Care: Rapid Review
Laymouna, M., Ma, Y., Lessard, D., Schuster, T., Engler, K., & Lebouché, B. (2024) · Journal of Medical Internet Research · doi:10.2196/56930 · Cited by 305 · see citing works
Exploring the Ethical Challenges of Conversational AI in Mental Health Care: Scoping Review
Rahsepar Meadi, M., Sillekens, T., Metselaar, S., van Balkom, A., Bernstein, J., & Batelaan, N. (2025) · JMIR Mental Health · doi:10.2196/60432 · Cited by 211 · see citing works
Li, L., Peng, W., & Rheu, M. (2023) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2023.0313 · Cited by 96 · see citing works
Yang, Y., Ngai, E. W. T., & Wang, L. (2024) · Information & Management · doi:10.1016/j.im.2024.103961 · Cited by 71 · see citing works
Human-Human vs Human-AI Therapy: An Empirical Study
Kuhail, M. A., Alturki, N. M., Thomas, J., Alkhalifa, A. K., & Alshardan, A. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2385001 · Cited by 68 · see citing works
Young, J., Jawara, L. M., Nguyen, D. N., Daly, B., Huh-Yoo, J., & Razi, A. (2024) · Proceedings of the CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642574 · Cited by 59 · see citing works
Sanjeewa, R., Iyer, R., Apputhurai, P., Wickramasinghe, N. S., & Meyer, D. (2024) · JMIR Mental Health · doi:10.2196/58974 · Cited by 59 · see citing works
Potential and pitfalls of romantic Artificial Intelligence (AI) companions: A systematic review
Ho, J. Q. H., Hu, M., Chen, T. X., & Hartanto, A. (2025) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2025.100715 · Cited by 64 · see citing works
Use of automated conversational agents in improving young population mental health: a scoping review
Balan, R., Dobrean, A., & Poetar, C. R. (2024) · npj Digital Medicine · doi:10.1038/s41746-024-01072-1 · Cited by 56 · see citing works
“Justi fi cationforfocusingontheyoungpopulationisrooted in prior research demonstrating distinctive preferences, attitudes, and utilization patterns compared to adults 17,18 .”
Artificial intelligence in perinatal mental health research: A scoping review
Kwok, W. H., Zhang, Y., & Wang, G. (2024) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2024.108685 · Cited by 50 · see citing works
Sarkar, S., Gaur, M., Chen, L. K., Garg, M., & Srivastava, B. (2023) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2023.1229805 · Cited by 38 · see citing works
"This Chatbot Would Never...": Perceived Moral Agency of Mental Health Chatbots
Wester, J., Pohl, H., Hosio, S. J., & van Berkel, N. (2024) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3637410 · Cited by 42 · see citing works
Human vs. AI counseling: College students' perspectives
Kuhail, M. A., Alturki, N. M., Thomas, J., & Alkhalifa, A. K. (2024) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2024.100534 · Cited by 44 · see citing works
Cho, Y., Rai, S., Ungar, L., Sedoc, J., & Guntuku, S. (2023) · Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · doi:10.18653/v1/2023.emnlp-main.698 · Cited by 33 · see citing works
A New Research Model for Artificial Intelligence–Based Well-Being Chatbot Engagement: Survey Study
Yang, Y., Tavares, J., & Oliveira, T. (2024) · JMIR Human Factors · doi:10.2196/59908 · Cited by 42 · see citing works
User experience with a parenting chatbot micro intervention
Entenberg, G. A., Dosovitsky, G., Aghakhani, S., Mostovoy, K., Carre, N., Marshall, Z., Benfica, D., Mizrahi, S., Testerman, A., Rousseau, A., et al. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.989022 · Cited by 29 · see citing works
Schillings, C., Meißner, E., Erb, B., Bendig, E., Schultchen, D., & Pollatos, O. (2024) · JMIR Mental Health · doi:10.2196/50454 · Cited by 44 · see citing works
Rackoff, G. N., Zhang, Z. Z., & Newman, M. G. (2025) · Digital Health · doi:10.1177/20552076241313401 · Cited by 41 · see citing works
Understanding the Benefits and Design of Chatbots to Meet the Healthcare Needs of Migrant Workers
Tseng, Y., Jarupreechachan, W., & Lee, T.-H. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3610106 · Cited by 31 · see citing works
Hoffman, B. D., Oppert, M. L., & Owen, M. S. (2024) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2024.100086 · Cited by 34 · see citing works
Boggiss, A. L., Consedine, N. S., Hopkins, S. A., Silvester, C., Jefferies, C., Hofman, P. L., & Serlachius, A. S. (2023) · JMIR Diabetes · doi:10.2196/40641 · Cited by 30 · see citing works
Park, J., Singh, V. K., & Wiśniewski, P. (2024) · JMIR Medical Informatics · doi:10.2196/62758 · Cited by 24 · see citing works
Understanding Teen Overreliance on AI Companion Chatbots Through Self-Reported Reddit Narratives
Namvarpour, M. (., Brofsky, B., Medina, J. Y., Akter, M., & Razi, A. (2026) · Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3790597 · Cited by 24 · see citing works
Burdisso, S., Villatoro-Tello, E., Madikeri, S. R., & Motlíček, P. (2023) · Interspeech (USB) · doi:10.21437/interspeech.2023-1923 · Cited by 23 · see citing works
Generative AI–Powered Mental Wellness Chatbot for College Student Mental Wellness: Open Trial
Reyes‐Portillo, J. A., So, A., McAlister, K. L., Nicodemus, C., Golden, A., Jacobson, C. M., & Huberty, J. (2025) · JMIR Formative Research · doi:10.2196/71923 · Cited by 38 · see citing works
Developing a Social Support Framework: Understanding the Reciprocity in Human-Chatbot Relationship
Pan, S., & de Graaf, M. M. A. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713503 · Cited by 22 · see citing works
Reinventing mental health care in youth through mobile approaches: Current status and future steps
Marciano, L., & Saboor, S. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1126015 · Cited by 17 · see citing works
Chua, J. Y. X., Choolani, M. A., Chee, C. Y. I., Yi, H., Chan, Y. H., Lalor, J., Chong, Y. S., & Shorey, S. (2024) · Journal of Medical Internet Research · doi:10.2196/56894 · Cited by 18 · see citing works
Interactive Conversational Agents for Perinatal Health: A Mixed Methods Systematic Review
Amil, S., Da, S. M. A. R., Plaisimond, J., Roch, G., Sasseville, M., Bergeron, F., & Gagnon, M. (2025) · Healthcare · doi:10.3390/healthcare13040363 · Cited by 22 · see citing works
Chen, T. H., Chu, G., Pan, R.-H., & Ma, W. (2025) · Expert Review of Medical Devices · doi:10.1080/17434440.2025.2466742 · Cited by 16 · see citing works
Schillings, C., Meißner, E., Erb, B., Schultchen, D., Bendig, E., & Pollatos, O. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1046202 · Cited by 17 · see citing works
Karusala, N., Yan, S. D., Rajkumar, N., Victoria, G., & Anderson, R. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3610210 · Cited by 17 · see citing works
Wang, X., Abubaker, S., Babalola, G., & Jesso, S. T. (2024) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3613905.3637149 · Cited by 16 · see citing works
Boltaboyeva, A., Baigarayeva, Z., Иманбек, Б., Ozhikenov, К., Getahun, A. J., Aidarova, T., & Karymsakova, N. (2025) · Applied Sciences · doi:10.3390/app15126840 · Cited by 22 · see citing works
Esmaeilzadeh, P., Hassanein, K., & Head, M. M. (2025) · Behaviour and Information Technology · doi:10.1080/0144929x.2025.2477754 · Cited by 17 · see citing works
Seo, W., Kim, Y., Kim, J. E., Fan, M. T., Ackerman, M. S., Choi, S. W., & Park, S. Y. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713134 · Cited by 14 · see citing works
Exploration of Telemidwifery: An Initiation of Application Menu in Indonesia
Stellata, A. G., Rinawan, F. R., Winarno, G. N. A., Susanti, A. I., & Purnama, W. G. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191710713 · Cited by 14 · see citing works
Park, J., Singh, V. K., & Wiśniewski, P. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4601555 · Cited by 14 · see citing works
Grant, V., & Litchfield, I. J. (2024) · Frontiers in Clinical Diabetes and Healthcare · doi:10.3389/fcdhc.2024.1306199 · Cited by 12 · see citing works
Kuhail, M. A., Al-Shamaileh, O., Farooq, S., Shahin, H., Abdelzaher, F., & Thomas, J. (2025) · Human Behavior and Emerging Technologies · doi:10.1155/hbe2/9942295 · Cited by 11 · see citing works
Exploring empathy in artificial intelligence: synthesis and paths for future research
Chaturvedi, A. (2024) · Information Discovery and Delivery · doi:10.1108/idd-03-2024-0048 · Cited by 15 · see citing works
Yang, F., Wang, C., Lindsey, M. A., & An, R. (2025) · Kinesiology Review · doi:10.1123/kr.2024-0081 · Cited by 14 · see citing works
Adolescent-Centric Design of an Online Safety Chatbot
Roehrer, E., Pokawinkoon, P., Watters, P., Sauer, J. D., & Scanlan, J. D. (2024) · Journal of Computer Information Systems · doi:10.1080/08874417.2024.2401991 · Cited by 11 · see citing works
A Medical Diagnosis and Treatment Recommendation Chatbot using MLP
Ogirala, M. K., Tallapaneni, R., Chalamcharla, S. M., & Chinta, A. (2023) · International Conference on Applied Artificial Intelligence and Computing (ICAAIC) · doi:10.1109/icaaic56838.2023.10141211 · Cited by 10 · see citing works
Harini, V. K., Bhavadharini, R. M., Upreti, C., & Alex, L. (2024) · Students Conference on Engineering and Systems · doi:10.1109/sces61914.2024.10652390 · Cited by 7 · see citing works
Daily stress detection from real-life speeches using acoustic and semantic information
Lu, P., Tsao, L., & Liang Ma, A. (2024) · Ergonomics · doi:10.1080/00140139.2024.2430370 · Cited by 7 · see citing works
Altom, D. S., Taha, A. I. A., Hussein, A. A. A. M., Elshiekh, M. A. I., Abdelmajed, A. H., Ibrahim, F. I. A., Mohammed, S., & Tifoor, M. M. E. E. (2025) · Cureus · doi:10.7759/cureus.81001 · Cited by 7 · see citing works
Digital mental health for young people: sustainably managing stress and anxiety
Chen, X., Chen, L., Song, D., Wang, Y., & Ryoo, J. (2025) · Mental Health and Digital Technologies · doi:10.1108/mhdt-01-2025-0009 · Cited by 7 · see citing works
Kutá, B., Novák, L., Žídková, R., Fürstová, J., Maliňáková, K., de Winter, A. F., & Hušek, V. (2025) · JMIR Mental Health · doi:10.2196/82642 · Cited by 9 · see citing works
Butterby, K., & Lombard, N. (2024) · Journal of Gender-Based Violence · doi:10.1332/23986808y2024d000000038 · Cited by 7 · see citing works
Oguine, O. C., Park, J. K., Akter, M., Olesk, J., Alluhidan, A., Wisniewski, P., & Badillo-Urquiola, K. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3710995 · Cited by 8 · see citing works
Disease Diagnosis and Diet Plan Recommendation using KNN model
Durga, C. R., Vemuri, S., & Lahari, V. K. (2023) · International Conference on Advances in Computation, Communication and Information Technology (ICAICCIT) · doi:10.1109/icaiccit60255.2023.10465967 · Cited by 6 · see citing works
Sakhi: AI-Generated Mental Health Companion
Agarwal, M., Chauhan, D., Yadav, N., & Singhal, S. (2024) · International Conference on Innovative Sustainable Technologies for Energy, Mechatronics, and Smart Systems (ISTEMS) · doi:10.1109/istems60181.2024.10560327 · Cited by 6 · see citing works
An AI Based Mental Health Support Chat-Bot for Cyber Bullied Victims
Himaja, Y. N., Anuradha, G., Nagaveni, V. L., & Pravardhitha, M. S. (2023) · International Conference on Computation System and Information Technology for Sustainable Solutions (CSITSS) · doi:10.1109/csitss60515.2023.10334235 · Cited by 5 · see citing works
Humphries, H., Msimango, L., Tshawe, Z., Gcelu, N., Ferreira, K., Pienaar, J., van der Elst, E., Giovenco, D., Operario, D., Sanders, E. J., et al. (2025) · Transactions of the Royal Society of Tropical Medicine and Hygiene · doi:10.1093/trstmh/traf143 · Cited by 5 · see citing works
Blockchain-based electronic health record system with patient-centred data access control
Koumpounis, S., & Perry, M. (2023) · IEEE/ACM International Workshop on Emerging Trends in Software Engineering for Blockchain (WETSEB) · doi:10.1109/wetseb59161.2023.00008 · Cited by 5 · see citing works
Striegl, J., Rottmann, S., & Loitsch, C. (2024) · Lecture notes in networks and systems · doi:10.1007/978-3-031-66329-1_14 · Cited by 4 · see citing works
Peng, X., QIAN, Y., & He, Y. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1724313 · Cited by 4 · see citing works
Navigating relationships with GenAI chatbots: User attitudes, acceptability, and potential
Vowels, L. M., Francois‐Walcott, R. R. R., Grandjean, M., Darwiche, J., & Vowels, M. J. (2025) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2025.100183 · Cited by 4 · see citing works
Intelligent support for digital wellbeing: A design framework through a systematic literature review
Scibetta, L., Pellegrino, M., Roffarello, A. M., & Russis, L. D. (2025) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2025.103653 · Cited by 6 · see citing works
CareBot: A Mental Health Chatbot
Naik, A., Ushashree, P., Sooda, K., Munsur, A. A., Fathima, H., & Patil, J. V. (2024) · International Conference on Innovative Trends in Information Technology (ICITIIT) · doi:10.1109/icitiit61487.2024.10580805 · Cited by 4 · see citing works
Chatbots as Tools for Psychoeducation and Self-Help in Mental Health
Sowbarnika, A., Patra, A., Kaur, L., Suresh, S., Srivastava, S., & Chawla, D. (2025) · Advances in medical technologies and clinical practice book series · doi:10.4018/979-8-3693-3112-5.ch003 · Cited by 4 · see citing works
Wu, C., Kumar, I. K., & Picard, R. W. (2025) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3706599.3719869 · Cited by 3 · see citing works
Bowman, R., Thieme, A., Cowan, B. R., & Doherty, G. J. (2025) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2025.103618 · Cited by 3 · see citing works
Katsiroumpa, A., Konstantakopoulou, O., Moisoglou, I., Gallos, P., Galani, O., Lialiou, P., Tsiachri, M., & Galanis, P. (2025) · Healthcare · doi:10.3390/healthcare13243269 · Cited by 3 · see citing works
Conversational agents for Children's mental health and mental disorders: A scoping review
Martin, R., & Richmond, S. (2023) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2023.100028 · Cited by 3 · see citing works
Liu, J., & Zhang, Y. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3757439 · Cited by 4 · see citing works
El chatbot aplicado a salud. Una revisión bibliométrica
Torres, J. E. C., Moreno, C. E. S., Moncada, J. S. M., & Pineda, J. D. P. (2024) · Revista de Comunicación y Salud · doi:10.35669/rcys.2025.15.e355 · Cited by 3 · see citing works
Towards Youth-Sensitive Hateful Content Reporting: An Inclusive Focus Group Study in Germany
Bäumler, J., Bader, H., Kaufhold, M., & Reuter, C. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713542 · Cited by 2 · see citing works
Shusas, E., & Forte, A. (2025) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/3715070.3749239 · Cited by 2 · see citing works
Ng, J., Crawford, J., Ng, J. W., & Razali, M. S. (2025) · Young Consumers Insight and Ideas for Responsible Marketers · doi:10.1108/yc-10-2024-2305 · Cited by 3 · see citing works
Investigating the use of AI in psychological counseling: systematic review
Li, B., Paracha, S., Limniou, M., & Zhang, X. (2025) · Mental Health and Digital Technologies · doi:10.1108/mhdt-04-2025-0027 · Cited by 4 · see citing works
Friend or Therapist? A Systematic Literature Review on Chatbots and Mental Health in Young People
Hashmati, N., Skoog, T., Obaid, M., & Eriksson, T. (2026) · doi:10.1145/3780045.3780052 · Cited by 2 · see citing works
Yang, Y., Tavares, J., & Oliveira, T. (2026) · International Journal of Telemedicine and Applications · doi:10.1155/ijta/9055091 · Cited by 2 · see citing works
Williams, T. J. V., & Gómez, C. T. (2026) · Cambridge University Press eBooks · doi:10.1017/9781009880183 · Cited by 2 · see citing works
Yoo, Y., Kim, M., Kim, S., Lee, G., & Kim, J. (2026) · Digital Health · doi:10.1177/20552076261464801 · Cited by 2 · see citing works
Fuzzy Judgment-based Mental Health Assessment System for College Students
Zhu, L., & Zhang, Y. (2023) · International Conference on Integrated Circuits and Communication Systems (ICICACS) · doi:10.1109/icicacs57338.2023.10099884 · Cited by 2 · see citing works
Mustafa, S. H., Mohammed, E. A., CII SBPM Residency Program, R., Salih, A. M., Palani, K., CII SBPM Residency Program, R., Albushra, M. M. O., Makkawi, S. T., CII SBPM Residency Program, R., & Mustafa, A. H. (2024) · International Journal of Medical Sciences and Nursing Research · doi:10.55349/ijmsnr.2024411623 · Cited by 2 · see citing works
Marchenko, I., Балалаєва, О., Сергієнко, А. В., & Kior, O. (2023) · Reporter of the Priazovskyi State Technical University Section Technical sciences · doi:10.31498/2225-6733.46.2023.288122 · Cited by 2 · see citing works
O uso de chatbots humanizados na saúde: melhorando o atendimento ao cliente
de Araújo, M. D. B., Nascimento, A. C., da Silva, J. O., & da Costa, F. J. (2023) · doi:10.5753/washes.2023.230724 · Cited by 1 · see citing works
Design Proposal for a Chatbot with Mental Support Functionalities Based on Artificial Intelligence
Collantes, L. H., Wibawa, A. P., Palma, H. H., Bohórquez, M. O., Plazas-Alvarado, J., & Jiménez-Coronado, A. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-60012-8_2 · Cited by 1 · see citing works
Understanding use of Large Language Models in Healthcare: An HCI Scoping Review
Bandara, P. S., Halloluwa, T., & Vyas, D. (2024) · Australian Conference on Human-Computer Interaction (OzCHI) · doi:10.1145/3726986.3727023 · Cited by 1 · see citing works
Shi, C., & Paracha, S. (2025) · Mental Health and Digital Technologies · doi:10.1108/mhdt-07-2025-0041 · Cited by 1 · see citing works
Hou, M., Porter‐Steele, J., Balaam, S., Chiu, V., McCarthy, A. L., Dobbins, C., & Viller, S. (2025) · Australian Conference on Human-Computer Interaction (OzCHI) · doi:10.1145/3764687.3764692 · Cited by 1 · see citing works
Lye, M., Martin, R., & Richmond, S. (2025) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2025.100247 · Cited by 1 · see citing works
Pika: Designing a social-support agent to improve drivers’ experience in gig work
Xiang, W., Xin-li, C., Guo, T., Zhou, M., & Chen, S. (2025) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2025.103721 · Cited by 1 · see citing works
Evaluating AI in Social Programs: Reframing Complex Intervention as Socio-Technical Intervention
Loy, A., & White, E. B. (2026) · Journal of Evidence-Based Social Work · doi:10.1080/26408066.2025.2583932 · Cited by 1 · see citing works
Orchard, N. A., Duister, S., Zhang, R., Guan, K., Vegt, N., de Reuver, M., & Figueroa, C. A. (2026) · ACM Transactions on Computing for Healthcare · doi:10.1145/3810945 · Cited by 1 · see citing works
A Codesign Approach for Conversational User Interfaces to Support College Students with Depression
de Souza, P. M., Alves, V., Pires, I. D. C., Bleicher, T., Garcia, F. E., Silva, G., & Néris, V. P. D. A. (2025) · Simpósio Brasileiro de Fatores Humanos em Sistemas Computacionais (IHC) · doi:10.5753/ihc.2025.10757 · Cited by 1 · see citing works
Applications of New Technology in Operations and Supply Chain Management
Mira, M. S. (2024) · Advances in logistics, operations, and management science book series · doi:10.4018/979-8-3693-1578-1.ch005
Personalized User Interface Design For Psychological Counseling Chatbots: A Pilot Study
Liu, Y.-X., Ting, I., Liberona, D., & Hsu, M.-Y. (2024) · Multidisciplinary International Social Networks Conference (MISNC) · doi:10.1145/3675669.3675683
The Impact of Social Media on Mental Health
Premavathi, T., Jain, R., Parmar, K. J., & Palaniappan, D. (2025) · IGI Global eBooks · doi:10.4018/979-8-3693-8392-6.ch006
Yu, J., Ayobi, A., Marshall, P., & O’Kane, A. A. (2025) · International Conference on Tangible, Embedded, and Embodied Interaction (TEI) · doi:10.1145/3689050.3704944
Analyzing Emotional Responses in Human vs Chatbot Interactions using Parrot Theory
Dewi, E. Y., & Susiati, S. (2024) · Proceeding ISETH (International Summit on Science Technology and Humanity) · doi:10.23917/iseth.5459
Cliffe, B., Biddle, L., Gore-Rodney, J., & Linton, M.-J. (2025) · Digital Society · doi:10.1007/s44206-025-00202-w
Alain, O., Kokkinaki, A. I., & Chedrawi, C. (2025) · Sustainable landscape planning and natural resources management · doi:10.1007/978-3-031-82419-7_12
PSYCHOLOGICAL IMPACT OF GPT – BASED THERAPY ON DEPRESSION, STRESS & ANXIETY AMONG COLLEGE STUDENTS
Thomas, C., Ranjith, G. G., & Kalpana, V. (2025) · doi:10.34218/ijssrd_07_02_001
Kutá, B., Novák, L., Žídková, R., Fürstová, J., Maliňáková, K., de Winter, A. F., & Hušek, V. (2025) · doi:10.2196/preprints.82642
Ober-Domagalska, B. (2025) · Władza Sądzenia · doi:10.18778/2300-1690.29.06
- Authors
- Koulouri, T., Macredie, R. D., & Olakitan, D.
- Affiliations
- Brunel University of London (GB)
- Venue
- ACM Transactions on Interactive Intelligent Systems
- Published
- 2022-06-30
- Volume
- 12
- Issue
- 2
- Pages
- 1-39
- ISSN
- 2160-6455 (ISSN-L)
- 2160-6463
- OpenAlex
- W3200630942
- Cited by
- 127
- References
- 91
- Citations by year
- 2026: 36 · 2025: 40 · 2024: 31 · 2023: 19 · 2022: 1
- FWCI
- 20.05
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- ACM Transactions on Interactive Intelligent Systems (publishedVersion)
- Brunel University Research Archive (BURA) (Brunel University London) (submittedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Emotion and Mood Recognition
- Keywords
- mental health chatbots, chatbots, young adults, acceptability, mental health technology, user-centered design, chatbot prototype, mental health stigma, access to mental health care, chatbot evaluation
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