Published on in Vol 6, No 10 (2019): October

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/14166, first published .
Conversational Agents in the Treatment of Mental Health Problems: Mixed-Method Systematic Review

Conversational Agents in the Treatment of Mental Health Problems: Mixed-Method Systematic Review

Conversational Agents in the Treatment of Mental Health Problems: Mixed-Method Systematic Review

Authors of this article:

Hannah Gaffney1 Author Orcid Image ;   Warren Mansell1 Author Orcid Image ;   Sara Tai1 Author Orcid Image

Journals

  1. Robinson N, Connolly J, Hides L, Kavanagh D. Social robots as treatment agents: Pilot randomized controlled trial to deliver a behavior change intervention. Internet Interventions 2020;21:100320 View
  2. Almohanna A, Win K, Meedya S. Effectiveness of Internet-Based Electronic Technology Interventions on Breastfeeding Outcomes: Systematic Review. Journal of Medical Internet Research 2020;22(5):e17361 View
  3. Chew A, Ong R, Lei H, Rajendram M, K V G, Verma S, Fung D, Leong J, Gunasekeran D. Digital Health Solutions for Mental Health Disorders During COVID-19. Frontiers in Psychiatry 2020;11 View
  4. Baptista S, Wadley G, Bird D, Oldenburg B, Speight J. Acceptability of an Embodied Conversational Agent for Type 2 Diabetes Self-Management Education and Support via a Smartphone App: Mixed Methods Study. JMIR mHealth and uHealth 2020;8(7):e17038 View
  5. Bickman L. Improving Mental Health Services: A 50-Year Journey from Randomized Experiments to Artificial Intelligence and Precision Mental Health. Administration and Policy in Mental Health and Mental Health Services Research 2020;47(5):795 View
  6. Zhang M, Smith H. Digital Tools to Ameliorate Psychological Symptoms Associated With COVID-19: Scoping Review. Journal of Medical Internet Research 2020;22(8):e19706 View
  7. Gaffney H, Mansell W, Tai S. Agents of change: Understanding the therapeutic processes associated with the helpfulness of therapy for mental health problems with relational agent MYLO. DIGITAL HEALTH 2020;6 View
  8. Chattopadhyay D, Ma T, Sharifi H, Martyn-Nemeth P. Computer-Controlled Virtual Humans in Patient-Facing Systems: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2020;22(7):e18839 View
  9. Davis C, Murphy K, Curtis R, Maher C. A Process Evaluation Examining the Performance, Adherence, and Acceptability of a Physical Activity and Diet Artificial Intelligence Virtual Health Assistant. International Journal of Environmental Research and Public Health 2020;17(23):9137 View
  10. Vaidyam A, Linggonegoro D, Torous J. Changes to the Psychiatric Chatbot Landscape: A Systematic Review of Conversational Agents in Serious Mental Illness: Changements du paysage psychiatrique des chatbots: une revue systématique des agents conversationnels dans la maladie mentale sérieuse. The Canadian Journal of Psychiatry 2021;66(4):339 View
  11. Prochaska J, Vogel E, Chieng A, Kendra M, Baiocchi M, Pajarito S, Robinson A. A Therapeutic Relational Agent for Reducing Problematic Substance Use (Woebot): Development and Usability Study. Journal of Medical Internet Research 2021;23(3):e24850 View
  12. Daley K, Hungerbuehler I, Cavanagh K, Claro H, Swinton P, Kapps M. Preliminary Evaluation of the Engagement and Effectiveness of a Mental Health Chatbot. Frontiers in Digital Health 2020;2 View
  13. Koman J, Fauvelle K, Schuck S, Texier N, Mebarki A. Physicians’ Perceptions of the Use of a Chatbot for Information Seeking: Qualitative Study. Journal of Medical Internet Research 2020;22(11):e15185 View
  14. Richardson C, Slemon A, Gadermann A, McAuliffe C, Thomson K, Daly Z, Salway T, Currie L, David A, Jenkins E. Use of Asynchronous Virtual Mental Health Resources for COVID-19 Pandemic–Related Stress Among the General Population in Canada: Cross-Sectional Survey Study. Journal of Medical Internet Research 2020;22(12):e24868 View
  15. Sanatkar S, Baldwin P, Huckvale K, Christensen H, Harvey S. e-Mental Health Program Usage Patterns in Randomized Controlled Trials and in the General Public to Inform External Validity Considerations: Sample Groupings Using Cluster Analyses. Journal of Medical Internet Research 2021;23(3):e18348 View
  16. Jang S, Kim J, Kim S, Hong J, Kim S, Kim E. Mobile app-based chatbot to deliver cognitive behavioral therapy and psychoeducation for adults with attention deficit: A development and feasibility/usability study. International Journal of Medical Informatics 2021;150:104440 View
  17. Gabrielli S, Rizzi S, Bassi G, Carbone S, Maimone R, Marchesoni M, Forti S. Engagement and Effectiveness of a Healthy-Coping Intervention via Chatbot for University Students During the COVID-19 Pandemic: Mixed Methods Proof-of-Concept Study. JMIR mHealth and uHealth 2021;9(5):e27965 View
  18. Kolenik T, Gams M. Intelligent Cognitive Assistants for Attitude and Behavior Change Support in Mental Health: State-of-the-Art Technical Review. Electronics 2021;10(11):1250 View
  19. Klos M, Escoredo M, Joerin A, Lemos V, Rauws M, Bunge E. Artificial Intelligence–Based Chatbot for Anxiety and Depression in University Students: Pilot Randomized Controlled Trial. JMIR Formative Research 2021;5(8):e20678 View
  20. Hocking J, Oster C, Maeder A. Use of conversational agents in rehabilitation following brain injury, disease, or stroke: a scoping review protocol. JBI Evidence Synthesis 2021;19(6):1369 View
  21. Kocur M, Dechant M, Wolff C, Nothdurfter C, Wetter T, Rupprecht R, Shiban Y. Computer-Assisted Avatar-Based Treatment for Dysfunctional Beliefs in Depressive Inpatients: A Pilot Study. Frontiers in Psychiatry 2021;12 View
  22. Mauriello M, Tantivasadakarn N, Mora-Mendoza M, Lincoln E, Hon G, Nowruzi P, Simon D, Hansen L, Goenawan N, Kim J, Gowda N, Jurafsky D, Paredes P. A Suite of Mobile Conversational Agents for Daily Stress Management (Popbots): Mixed Methods Exploratory Study. JMIR Formative Research 2021;5(9):e25294 View
  23. He L, Balaji D, Wiers R, Antheunis M, Krahmer E. Effectiveness and Acceptability of Conversational Agents for Smoking Cessation: A Systematic Review and Meta-analysis. Nicotine and Tobacco Research 2023;25(7):1241 View
  24. He Y, Yang L, Zhu X, Wu B, Zhang S, Qian C, Tian T. Mental Health Chatbot for Young Adults With Depressive Symptoms During the COVID-19 Pandemic: Single-Blind, Three-Arm Randomized Controlled Trial. Journal of Medical Internet Research 2022;24(11):e40719 View
  25. Huq S, Maskeliūnas R, Damaševičius R. Dialogue agents for artificial intelligence-based conversational systems for cognitively disabled: a systematic review. Disability and Rehabilitation: Assistive Technology 2024;19(3):1059 View
  26. Terblanche N, Molyn J, Williams K, Maritz J. Performance matters: students’ perceptions of Artificial Intelligence Coach adoption factors. Coaching: An International Journal of Theory, Research and Practice 2023;16(1):100 View
  27. Brinkschulte L, Schlögl S, Monz A, Schöttle P, Janetschek M. Perspectives on Socially Intelligent Conversational Agents. Multimodal Technologies and Interaction 2022;6(8):62 View
  28. Fitzsimmons‐Craft E, Chan W, Smith A, Firebaugh M, Fowler L, Topooco N, DePietro B, Wilfley D, Taylor C, Jacobson N. Effectiveness of a chatbot for eating disorders prevention: A randomized clinical trial. International Journal of Eating Disorders 2022;55(3):343 View
  29. Lavelle J, Dunne N, Mulcahy H, McHugh L. Chatbot-Delivered Cognitive Defusion versus Cognitive Restructuring for Negative Self-Referential Thoughts: A Pilot Study. The Psychological Record 2022;72(2):247 View
  30. MacNeill A, MacNeill L, Doucet S, Luke A. Professional representation of conversational agents for health care: a scoping review protocol. JBI Evidence Synthesis 2022;20(2):666 View
  31. Loveys K, Antoni M, Donkin L, Sagar M, Broadbent E. Comparing the Feasibility and Acceptability of a Virtual Human, Teletherapy, and an e-Manual in Delivering a Stress Management Intervention to Distressed Adult Women: Pilot Study. JMIR Formative Research 2023;7:e42390 View
  32. Pataranutaporn P, Danry V, Leong J, Punpongsanon P, Novy D, Maes P, Sra M. AI-generated characters for supporting personalized learning and well-being. Nature Machine Intelligence 2021;3(12):1013 View
  33. Allaz A. Cliniques psychothérapeutiques. Psychothérapies 2020;Vol. 40(2):69 View
  34. Nelekar S, Abdulrahman A, Gupta M, Richards D. Effectiveness of embodied conversational agents for managing academic stress at an Indian University (ARU) during COVID‐19. British Journal of Educational Technology 2022;53(3):491 View
  35. Anil Ö, Batdi V. Use of augmented reality in science education: A mixed-methods research with the multi-complementary approach. Education and Information Technologies 2023;28(5):5147 View
  36. Luca S, Clausen M, Shaw A, Lee W, Krishnapillai S, Adi-Wauran E, Faghfoury H, Costain G, Jobling R, Aronson M, Liston E, Silver J, Shuman C, Chad L, Hayeems R, Bombard Y, Bernier F, Brudno M, Carroll J, Cohn R, Dhalla I, Friedman J, Hewson S, Jamieson T, Kodida R, Laberge A, Lerner-Ellis J, Mamdani M, Marshall C, Osmond M, Pham Q, Reble E, Rudzicz F, Seto E, Shastri-Estrada S, Smith M, Thorpe K, Ungar W. Finding the sweet spot: a qualitative study exploring patients’ acceptability of chatbots in genetic service delivery. Human Genetics 2023;142(3):321 View
  37. Meyerhoff J, Nguyen T, Karr C, Reddy M, Williams J, Bhattacharjee A, Mohr D, Kornfield R. System design of a text messaging program to support the mental health needs of non-treatment seeking young adults. Procedia Computer Science 2022;206:68 View
  38. Aggarwal A, Tam C, Wu D, Li X, Qiao S. Artificial Intelligence–Based Chatbots for Promoting Health Behavioral Changes: Systematic Review. Journal of Medical Internet Research 2023;25:e40789 View
  39. Skov S, Andersen J, Lauridsen S, Bab M, Bundsbæk M, Nielsen M. Designing a conversational agent to promote teamwork and collaborative practices using design thinking: An explorative study on user experiences. Frontiers in Psychology 2022;13 View
  40. Gupta M, Malik T, Sinha C. Delivery of a Mental Health Intervention for Chronic Pain Through an Artificial Intelligence–Enabled App (Wysa): Protocol for a Prospective Pilot Study. JMIR Research Protocols 2022;11(3):e36910 View
  41. Burger F, Neerincx M, Brinkman W. Using a conversational agent for thought recording as a cognitive therapy task: Feasibility, content, and feedback. Frontiers in Digital Health 2022;4 View
  42. Marcoux A, Tessier M, Grondin F, Reduron L, Jackson P. Perspectives fondamentale, clinique et sociétale de l’utilisation des personnages virtuels en santé mentale. Santé mentale au Québec 2021;46(1):35 View
  43. Maharjan R, Doherty K, Rohani D, Bækgaard P, Bardram J. Experiences of a Speech-enabled Conversational Agent for the Self-report of Well-being among People Living with Affective Disorders: An In-the-Wild Study. ACM Transactions on Interactive Intelligent Systems 2022;12(2):1 View
  44. Ahmad R, Siemon D, Gnewuch U, Robra-Bissantz S. Designing Personality-Adaptive Conversational Agents for Mental Health Care. Information Systems Frontiers 2022;24(3):923 View
  45. Akiyoshi T, Nakanishi J, Ishiguro H, Sumioka H, Shiomi M. A Robot That Encourages Self-Disclosure to Reduce Anger Mood. IEEE Robotics and Automation Letters 2021;6(4):7925 View
  46. Balaji D, He L, Giani S, Bosse T, Wiers R, de Bruijn G, Hogben M. Effectiveness and acceptability of conversational agents for sexual health promotion: a systematic review and meta-analysis. Sexual Health 2022;19(5):391 View
  47. Safiee L, Rough D, Whitford H. Barriers to and Facilitators of Using eHealth to Support Gestational Diabetes Mellitus Self-management: Systematic Literature Review of Perceptions of Health Care Professionals and Women With Gestational Diabetes Mellitus. Journal of Medical Internet Research 2022;24(10):e39689 View
  48. Prokopowicz P, Mikołajewski D. Fuzzy Approach to Computational Classification of Burnout—Preliminary Findings. Applied Sciences 2022;12(8):3767 View
  49. Schick A, Feine J, Morana S, Maedche A, Reininghaus U. Validity of Chatbot Use for Mental Health Assessment: Experimental Study. JMIR mHealth and uHealth 2022;10(10):e28082 View
  50. Batliner A, Neumann M, Burkhardt F, Baird A, Meyer S, Vu N, Schuller B. Ethical Awareness in Paralinguistics: A Taxonomy of Applications. International Journal of Human–Computer Interaction 2023;39(9):1904 View
  51. Schillings C, Meissner D, Erb B, Schultchen D, Bendig E, Pollatos O. A chatbot-based intervention with ELME to improve stress and health-related parameters in a stressed sample: Study protocol of a randomised controlled trial. Frontiers in Digital Health 2023;5 View
  52. Entenberg G, Dosovitsky G, Aghakhani S, Mostovoy K, Carre N, Marshall Z, Benfica D, Mizrahi S, Testerman A, Rousseau A, Lin G, Bunge E. User experience with a parenting chatbot micro intervention. Frontiers in Digital Health 2023;4 View
  53. Danieli M, Ciulli T, Mousavi S, Riccardi G. A Conversational Artificial Intelligence Agent for a Mental Health Care App: Evaluation Study of Its Participatory Design. JMIR Formative Research 2021;5(12):e30053 View
  54. Terblanche N, Molyn J, de Haan E, Nilsson V, Triberti S. Comparing artificial intelligence and human coaching goal attainment efficacy. PLOS ONE 2022;17(6):e0270255 View
  55. Martinengo L, Lum E, Car J. Evaluation of chatbot-delivered interventions for self-management of depression: Content analysis. Journal of Affective Disorders 2022;319:598 View
  56. Marciano L, Saboor S. Reinventing mental health care in youth through mobile approaches: Current status and future steps. Frontiers in Psychology 2023;14 View
  57. He Y, Yang L, Qian C, Li T, Su Z, Zhang Q, Hou X. Conversational Agent Interventions for Mental Health Problems: Systematic Review and Meta-analysis of Randomized Controlled Trials. Journal of Medical Internet Research 2023;25:e43862 View
  58. Scott R, Sanders L, Antonsen E, Hastings J, Park S, Mackintosh G, Reynolds R, Hoarfrost A, Sawyer A, Greene C, Glicksberg B, Theriot C, Berrios D, Miller J, Babdor J, Barker R, Baranzini S, Beheshti A, Chalk S, Delgado-Aparicio G, Haendel M, Hamid A, Heller P, Jamieson D, Jarvis K, Kalantari J, Khezeli K, Komarova S, Komorowski M, Kothiyal P, Mahabal A, Manor U, Garcia Martin H, Mason C, Matar M, Mias G, Myers J, Nelson C, Oribello J, Parsons-Wingerter P, Prabhu R, Qutub A, Rask J, Saravia-Butler A, Saria S, Singh N, Snyder M, Soboczenski F, Soman K, Van Valen D, Venkateswaran K, Warren L, Worthey L, Yang J, Zitnik M, Costes S. Biomonitoring and precision health in deep space supported by artificial intelligence. Nature Machine Intelligence 2023;5(3):196 View
  59. Derigny T, Schnitzler C, Vors O, Huchez A, Gerard T, Mallet S, Gandrieau J, Potdevin F. ‘The teacher could correct me without being there’: Adapting distance education approaches to promote physical activity during lockdown. European Physical Education Review 2023;29(4):493 View
  60. Jabir A, Martinengo L, Lin X, Torous J, Subramaniam M, Tudor Car L. Evaluating Conversational Agents for Mental Health: Scoping Review of Outcomes and Outcome Measurement Instruments. Journal of Medical Internet Research 2023;25:e44548 View
  61. Noh E, Won J, Jo S, Hahm D, Lee H. Conversational Agents for Body Weight Management: Systematic Review. Journal of Medical Internet Research 2023;25:e42238 View
  62. van Velsen L, Schokking L, Siderakis E, Knospe G, Brandl L, Mooser B, Madörin S, Jacinto S, Gouveia A, Brodbeck J. Development of an online service for coping with spousal loss by means of human-centered and stakeholder-inclusive design: the case of LEAVES. Death Studies 2024;48(2):187 View
  63. Jackson-Triche M, Vetal D, Turner E, Dahiya P, Mangurian C. Meeting the Behavioral Health Needs of Health Care Workers During COVID-19 by Leveraging Chatbot Technology: Development and Usability Study. Journal of Medical Internet Research 2023;25:e40635 View
  64. Giansanti D. The Chatbots Are Invading Us: A Map Point on the Evolution, Applications, Opportunities, and Emerging Problems in the Health Domain. Life 2023;13(5):1130 View
  65. Kang A, Hetrick S, Cargo T, Hopkins S, Ludin N, Bodmer S, Stevenson K, Holt-Quick C, Stasiak K. Exploring Young Adults’ Views About Aroha, a Chatbot for Stress Associated With the COVID-19 Pandemic: Interview Study Among Students. JMIR Formative Research 2023;7:e44556 View
  66. Ollier J, Suryapalli P, Fleisch E, Wangenheim F, Mair J, Salamanca-Sanabria A, Kowatsch T. Can digital health researchers make a difference during the pandemic? Results of the single-arm, chatbot-led Elena+: Care for COVID-19 interventional study. Frontiers in Public Health 2023;11 View
  67. Suharwardy S, Ramachandran M, Leonard S, Gunaseelan A, Lyell D, Darcy A, Robinson A, Judy A. Feasibility and impact of a mental health chatbot on postpartum mental health: a randomized controlled trial. AJOG Global Reports 2023;3(3):100165 View
  68. Lopes E, Jain G, Carlbring P, Pareek S. Talking Mental Health: a Battle of Wits Between Humans and AI. Journal of Technology in Behavioral Science 2023 View
  69. Grodniewicz J, Hohol M. Waiting for a digital therapist: three challenges on the path to psychotherapy delivered by artificial intelligence. Frontiers in Psychiatry 2023;14 View
  70. Wrightson-Hester A, Anderson G, Dunstan J, McEvoy P, Sutton C, Myers B, Egan S, Tai S, Johnston-Hollitt M, Chen W, Gedeon T, Mansell W. An Artificial Therapist (Manage Your Life Online) to Support the Mental Health of Youth: Co-Design and Case Series. JMIR Human Factors 2023;10:e46849 View
  71. Mancone S, Diotaiuti P, Valente G, Corrado S, Bellizzi F, Vilarino G, Andrade A. The Use of Voice Assistant for Psychological Assessment Elicits Empathy and Engagement While Maintaining Good Psychometric Properties. Behavioral Sciences 2023;13(7):550 View
  72. Matheson E, Smith H, Amaral A, Meireles J, Almeida M, Linardon J, Fuller-Tyszkiewicz M, Diedrichs P. Using Chatbot Technology to Improve Brazilian Adolescents’ Body Image and Mental Health at Scale: Randomized Controlled Trial. JMIR mHealth and uHealth 2023;11:e39934 View
  73. Wutz M, Hermes M, Winter V, Köberlein-Neu J. Factors Influencing the Acceptability, Acceptance, and Adoption of Conversational Agents in Health Care: Integrative Review. Journal of Medical Internet Research 2023;25:e46548 View
  74. Robinson N, Connolly J, Suddrey G, Kavanagh D. A Brief Wellbeing Training Session Delivered by a Humanoid Social Robot: A Pilot Randomized Controlled Trial. International Journal of Social Robotics 2024;16(5):937 View
  75. Kiuchi K, Otsu K, Hayashi Y. Psychological insights into the research and practice of embodied conversational agents, chatbots and social assistive robots: a systematic meta-review. Behaviour & Information Technology 2023:1 View
  76. Rasouli S, Ghafurian M, Nilsen E, Dautenhahn K. University Students’ Opinions on Using Intelligent Agents to Cope with Stress and Anxiety in Social Situations. Computers in Human Behavior 2024;153:108072 View
  77. Jiang Z, Huang X, Wang Z, Liu Y, Huang L, Luo X. Embodied Conversational Agents for Chronic Diseases: Scoping Review. Journal of Medical Internet Research 2024;26:e47134 View
  78. Peuters C, Maenhout L, Cardon G, De Paepe A, DeSmet A, Lauwerier E, Leta K, Crombez G. A mobile healthy lifestyle intervention to promote mental health in adolescence: a mixed-methods evaluation. BMC Public Health 2024;24(1) View
  79. Dergaa I, Fekih-Romdhane F, Hallit S, Loch A, Glenn J, Fessi M, Ben Aissa M, Souissi N, Guelmami N, Swed S, El Omri A, Bragazzi N, Ben Saad H. ChatGPT is not ready yet for use in providing mental health assessment and interventions. Frontiers in Psychiatry 2024;14 View
  80. Ni Z, Peng M, Balakrishnan V, Tee V, Azwa I, Saifi R, Nelson L, Vlahov D, Altice F. Implementation of Chatbot Technology in Health Care: Protocol for a Bibliometric Analysis. JMIR Research Protocols 2024;13:e54349 View
  81. Chiauzzi E, Williams A, Mariano T, Pajarito S, Robinson A, Kirvin-Quamme A, Forman-Hoffman V. Demographic and clinical characteristics associated with anxiety and depressive symptom outcomes in users of a digital mental health intervention incorporating a relational agent. BMC Psychiatry 2024;24(1) View
  82. Balan R, Dobrean A, Poetar C. Use of automated conversational agents in improving young population mental health: a scoping review. npj Digital Medicine 2024;7(1) View
  83. D’Adamo L, Grammer A, Rackoff G, Shah J, Firebaugh M, Taylor C, Wilfley D, Fitzsimmons‐Craft E. Rates and correlates of study enrolment and use of a chatbot aimed to promote mental health services use for eating disorders following online screening. European Eating Disorders Review 2024;32(4):748 View
  84. Nieves J, Osorio M, Rojas-Velazquez D, Magallanes Y, Brännström A. Digital Companions for Well-being: Challenges and Opportunities. Journal of Intelligent & Fuzzy Systems 2024:1 View
  85. Zampatti S, Peconi C, Megalizzi D, Calvino G, Trastulli G, Cascella R, Strafella C, Caltagirone C, Giardina E. Innovations in Medicine: Exploring ChatGPT’s Impact on Rare Disorder Management. Genes 2024;15(4):421 View
  86. Schillings C, Meißner E, Erb B, Bendig E, Schultchen D, Pollatos O. Effects of a Chatbot-Based Intervention on Stress and Health-Related Parameters in a Stressed Sample: Randomized Controlled Trial. JMIR Mental Health 2024;11:e50454 View
  87. Grodniewicz J, Hohol M. Therapeutic Chatbots as Cognitive-Affective Artifacts. Topoi 2024;43(3):795 View
  88. King Jr V, Siegel G, Priesmeyer H, Siegel L, Potter J. Development and Evaluation of a Digital App for Patient Self-Management of Opioid Use Disorder: Usability, Acceptability, and Utility Study. JMIR Formative Research 2024;8:e48068 View
  89. Laymouna M, Ma Y, Lessard D, Schuster T, Engler K, Lebouché B. Roles, Users, Benefits, and Limitations of Chatbots in Health Care: Rapid Review. Journal of Medical Internet Research 2024;26:e56930 View
  90. Khosravi M, Azar G. Factors influencing patient engagement in mental health chatbots: A thematic analysis of findings from a systematic review of reviews. DIGITAL HEALTH 2024;10 View
  91. Mancinelli E, Gabrielli S, Salcuni S. A Digital Behavioral Activation Intervention (JuNEX) for Pregnant Women With Subclinical Depression Symptoms: Explorative Co-Design Study. JMIR Human Factors 2024;11:e50098 View
  92. Jin Y, Chen L, Zhao X, Cai W. The way you assess matters: User interaction design of survey chatbots for mental health. International Journal of Human-Computer Studies 2024;189:103290 View
  93. Kwok W, Zhang Y, Wang G. Artificial intelligence in perinatal mental health research: A scoping review. Computers in Biology and Medicine 2024;177:108685 View
  94. Speybroeck E, Petrenko C, Tapparello C, Griffin K, Hargrove E, Himmelreich M, Lutke A, Lutke C, May M, Zhang S, Looney J, Kautz-Turnbull C, Rockhold M. My Health Coach: Community members’ perspectives on a mobile health tool for adults with fetal alcohol spectrum disorders. DIGITAL HEALTH 2024;10 View
  95. Limpanopparat S, Gibson E, Harris D. User engagement, attitudes, and the effectiveness of chatbots as a mental health intervention: A systematic review. Computers in Human Behavior: Artificial Humans 2024;2(2):100081 View
  96. He L, Basar E, Krahmer E, Wiers R, Antheunis M. Effectiveness and User Experience of a Smoking Cessation Chatbot: Mixed Methods Study Comparing Motivational Interviewing and Confrontational Counseling. Journal of Medical Internet Research 2024;26:e53134 View
  97. Mancinelli E, Magnolini S, Gabrielli S, Salcuni S. A Chatbot (Juno) Prototype to Deploy a Behavioral Activation Intervention to Pregnant Women: Qualitative Evaluation Using a Multiple Case Study. JMIR Formative Research 2024;8:e58653 View
  98. Weng X, Yin H, Liu K, Song C, Xie J, Guo N, Wang M. Chatbot-Led Support Combined With Counselor-Led Support on Smoking Cessation in China: Protocol for a Pilot Randomized Controlled Trial. JMIR Research Protocols 2024;13:e58636 View
  99. Shang Z, Chauhan V, Devi K, Patil S. Artificial Intelligence, the Digital Surgeon: Unravelling Its Emerging Footprint in Healthcare – The Narrative Review. Journal of Multidisciplinary Healthcare 2024;Volume 17:4011 View
  100. Sanjeewa R, Iyer R, Apputhurai P, Wickramasinghe N, Meyer D. Empathic Conversational Agent Platform Designs and Their Evaluation in the Context of Mental Health: Systematic Review. JMIR Mental Health 2024;11:e58974 View
  101. Sanchez Ortuño M, Pecune F, Coelho J, Micoulaud-Franchi J, Salles N, Auriacombe M, Serre F, Levavasseur Y, De Sevin E, Sagaspe P, Philip P. Determinants of Dropout from a Virtual-Agent Based App for Insomnia Management: An Analysis in a Longitudinal, Self-Selected Sample of Users with Insomnia Symptoms (Preprint). JMIR Mental Health 2023 View
  102. Ma Y, Achiche S, Tu G, Vicente S, Lessard D, Engler K, Lemire B, Laymouna M, de Pokomandy A, Cox J, Lebouché B. The first AI‐based Chatbot to promote HIV self‐management: A mixed methods usability study. HIV Medicine 2024 View
  103. Scherer J, de Oliveira G, Machado F, Gomes C, Ornell F. Development, Content Validation and Usability of a Chatbot for Disseminating Scientific Information About Cannabis Among Young Adults. Journal of Psychoactive Drugs 2024:1 View
  104. Aghakhani S, Rousseau A, Mizrahi S, Tan X, Dosovitsky G, Mlodzianowski L, Marshall Z, Bunge E. Conversational Agent Utilization Patterns of Individuals with Autism Spectrum Disorder. Journal of Technology in Behavioral Science 2024 View
  105. Uetova E, Hederman L, Ross R, O’Sullivan D. Exploring the characteristics of conversational agents in chronic disease management interventions: A scoping review. DIGITAL HEALTH 2024;10 View
  106. Kim H, Cho G. Computer-Assisted Mental Health Solutions in Depression Treatment. Journal of Korean Maternal and Child Health 2024;28(4):150 View

Books/Policy Documents

  1. Hudlicka E. Augmented Cognition. Human Cognition and Behavior. View
  2. Luxton D, Hudlicka E. Artificial Intelligence in Brain and Mental Health: Philosophical, Ethical & Policy Issues. View
  3. Bickmore T, O'Leary T. Digital Therapeutics for Mental Health and Addiction. View
  4. Gallese C. Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection. View
  5. Välimäki M, Hipp K. Advanced Practice in Mental Health Nursing. View
  6. Palma R, Lam H, Shrivastava A, Karlinsey E, Nguyen K, Deol P, Sharmin M, Ahmed S. Information for a Better World: Normality, Virtuality, Physicality, Inclusivity. View
  7. Rossouw A, Smuts H. Innovative Technologies and Learning. View