An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study (Preprint)

Inkster, Becky, Sarda, Shubhankar, Subramanian, Vinod·2018·JMIR mhealth and uhealth

Cited by (1,004)

Items 201–300 of 1,004

  1. Approximating the Mental Lexicon from Clinical Interviews as a Support Tool for Depression Detection
    Esaú Villatoro-Tello, Gabriela Ramírez-de-la-Rosa, Daniel Gática-Pérez, Mathew Magimai.-Doss, Héctor Jiménez-Salazar · 2021 · INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION
  2. Text-Based Emotion Recognition in English and Polish for Therapeutic Chatbot
    Artur Zygadło, Marek Kozłowski, Artur Janicki · 2021 · Applied Sciences
  3. Mental Health Intent Recognition for Arabic-Speaking Patients Using the Mini International Neuropsychiatric Interview (MINI) and BERT Model
    Ridha Mezzi, Aymen Yahyaoui, Mohamed Wassim Krir, Wadii Boulila, Anis Koubâa · 2022 · Sensors
  4. "I Kind of Bounce off It":Translating Mental Health Principles into Real Life Through Story-Based Text Messages
    Ananya Bhattacharjee, Joseph Jay Williams, Karrie Chou, Justice Tomlinson, Jonah Meyerhoff, Alex T. Mariakakis, Rachel Kornfield · 2022 · Proceedings of the ACM on Human-Computer Interaction
  5. Protecting Mental Health Data Privacy in India: The Case of Data Linkage With Aadhaar
    Ameya P. Bondre, Soumitra Pathare, John A. Naslund · 2021 · Global Health Science and Practice
  6. Chatbot-Delivered COVID-19 Vaccine Communication Message Preferences of Young Adults and Public Health Workers in Urban American Communities: Qualitative Study
    Rose Weeks, Lyra Cooper, Pooja Sangha, João Sedoc, Sydney White, Assaf Toledo, Shai Gretz, Dan Lahav, Nina Martin, Alexandra E. Michel et al. · 2022 · Journal of Medical Internet Research
  7. 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
    Raju Maharjan, Kevin Doherty, Darius A. Rohani, Per Bækgaard, Jakob E. Bardram · 2022 · ACM Transactions on Interactive Intelligent Systems
  8. Agents of change: understanding the therapeutic processes associated with the helpfulness of therapy for mental health problems with relational agent MYLO
    Gaffney, Hannah, Mansell, Warren, Tai, Sara · 2020 · Digital Health
  9. The influence of agent and message type on perceptions of social support in human-machine communication
    Bryan Abendschein, Chad C. Edwards, Autumn P. Edwards · 2021 · Communication Research Reports
  10. A multi-task learning framework for politeness and emotion detection in dialogues for mental health counselling and legal aid
    Priyanshu Priya, Mauajama Firdaus, Asif Ekbal · 2023 · Expert Systems with Applications
  11. Understanding young adults’ attitudes towards using AI chatbots for psychotherapy: The role of self-stigma
    Benjamin David Hoffman, Michelle Leanne Oppert, Mikaela S. Owen · 2024 · Computers in Human Behavior Artificial Humans
  12. Effectiveness of Topic-Based Chatbots on Mental Health Self-Care and Mental Well-Being: Randomized Controlled Trial
    Alan C. Y. Tong, Kent T Y Wong, Wing W. T. Chung, Winnie W. S. Mak · 2025 · Journal of Medical Internet Research
  13. Techno-emotional projection in human–GenAI relationships: a psychological and ethical conceptual perspective
    Chiara Saracini, Isabel Cornejo-Plaza, Roberto Cippitani · 2025 · Frontiers in Psychology
  14. The effect of personalizing a psychotherapy conversational agent on therapeutic bond and usage intentions
    Wout Vossen, Maxwell Szymanski, Katrien Verbert · 2024 · ACM International Conference on Intelligent User Interfaces (IUI)
  15. Reimagining Mental Health with Artificial Intelligence: Early Detection, Personalized Care, and a Preventive Ecosystem
    Niloofar Mikaeili, Mahdi Naeim, Mohammad Narimani · 2025 · Journal of Multidisciplinary Healthcare
  16. An age-old problem or an old-age problem? A UK survey of attitudes, historical use and recommendations by healthcare professionals to use healthcare apps
    Sulayman Chowdhury, Sebastian Stevens, Charlotte Q. Wu, Claire Woodward, Tim Andrews, Liz Ashall-Payne, Simon Leigh · 2023 · BMC Geriatrics
  17. Exploring Differential Perceptions of Artificial Intelligence in Health Care Among Younger Versus Older Canadians: Results From the 2021 Canadian Digital Health Survey
    Karin Cinalioglu, Sasha Elbaz, Kerman Sekhon, Chien‐Lin Su, Soham Rej, Harmehr Sekhon · 2023 · Journal of Medical Internet Research
  18. Exploring the use of ChatGPT as a virtual health coach for chronic disease management
    Fahad Al-Anezi · 2024 · Learning Health Systems
  19. Challenges and Opportunities for the Design of Inclusive Digital Mental Health Tools: Understanding Culturally Diverse Young People's Experiences
    Ewan Soubutts, Paul Marshall, R. Mcnaney, Pranita Shrestha, Brittany I. Davidson, Chengcheng Qu, Charlotte Mindel, A. Sefi · 2024 · International Conference on Human Factors in Computing Systems
  20. Self-Harm Detection for Mental Health Chatbots
    Saahil Deshpande, Jim Warren · 2021 · Studies in health technology and informatics
  21. Mental Healthcare Chatbot Using Sequence-to-Sequence Learning and BiLSTM
    Afsana Binte Rakib, Esika Arifin Rumky, Ananna J. Ashraf, Md. Monsur Hillas, Muhammad Arifur Rahman · 2021 · Lecture notes in computer science
  22. Mental Health Disorder Identification From Motivational Conversations
    Tulika Saha, Saichethan Miriyala Reddy, Sriparna Saha, Pushpak Bhattacharyya · 2022 · IEEE Transactions on Computational Social Systems
  23. The knowledge, experience, and attitude on artificial intelligence-assisted cephalometric analysis: Survey of orthodontists and orthodontic students
    Lin, Lizhuo, Tang, Bojun, Cao, Lingyun, Yan, Jiarong, Zhao, Tingting, Hua, Fang, He, Hong · 2023 · American Journal of Orthodontics and Dentofacial Orthopedics
  24. ChatGPT versus Bard: A comparative study
    Imtiaz Ahmed, Mashrafi Alam Kajol, Uzma Hasan, Partha Protim Datta, Ayon Roy, Md. Rokonuzzaman Reza · 2024 · Engineering Reports
  25. Can Chatbots Ever Provide More Social Connection Than Humans?
    Dunigan Parker Folk, Stephanie Yu, Elizabeth Warren Dunn · 2024 · Collabra Psychology
  26. Perceptions of, Barriers to, and Facilitators of the Use of AI in Primary Care: Systematic Review of Qualitative Studies
    Héctor Martínez-Martínez, Julia Martínez Alfonso, Belén Sánchez-Rojo-Huertas, Valeria Reynolds-Cortez, Andrea Turégano-Chumillas, Victoria A Meseguer-Ruiz, Shkelzen Cekrezi, Vicente Martínez‐Vizcaíno · 2025 · Journal of Medical Internet Research
  27. Multilingual Conversational Systems to Drive the Collection of Patient-Reported Outcomes and Integration into Clinical Workflows
    Izidor Mlakar, Valentino Šafran, Daniel Hari, Matej Rojc, Gazihan Alankuş, Rafael Pérez Luna, Umut Ariöz · 2021 · Symmetry
  28. Automated health chats for symptom management of head and neck cancer patients undergoing radiation therapy
    Daniel Ma, David Orner, Maged Mofied Ghaly, Bhupesh Parashar, John W. Ames, William Chun-Ying Chen, Louis Potters, Sewit Teckie · 2021 · Oral Oncology
  29. A Formal Understanding of Computational Empathy in Interactive Agents
    Andreas Brännström, Joel Wester, Juan Carlos Nieves · 2022 · Cognitive Systems Research
  30. The role of ChatGPT in mitigating loneliness among older adults: An exploratory study
    Karima Matar Almazroui, Mohammed Alzyoudi · 2024 · Online Journal of Communication and Media Technologies
  31. Introducing CounseLLMe: A dataset of simulated mental health dialogues for comparing LLMs like Haiku, LLaMAntino and ChatGPT against humans
    Edoardo Sebastiano De Duro, Riccardo Improta, Massimo Stella · 2025 · Emerging Trends in Drugs Addictions and Health
  32. MindLift: AI-powered mental health assessment for students
    Shanky Goyal, RishiRaj Dutta, Saurabh Dev, Kola Narasimha Raju, Mohammed Wasim Bhatt · 2025 · Neuroscience Informatics
  33. A Multi-Persona Chatbot for Hotline Counselor Training
    Orianna DeMasi, Yu Li, Zhou Yu · 2020 · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP)
  34. CookingQA: Answering Questions and Recommending Recipes Based on Ingredients
    Abdullah Faiz Ur Rahman Khilji, Riyanka Manna, Sahinur Rahman Laskar, Partha Pakray, Dipankar Das, Sivaji Bandyopadhyay, Alexander F. Gelbukh · 2021 · Arabian Journal for Science and Engineering
  35. 'You have to put a lot of trust in me': autonomy, trust, and trustworthiness in the context of mobile apps for mental health
    Regina Müller, Nadia Primc, Eva M. Kuhn · 2023 · Medicine Health Care and Philosophy
  36. My Virtual Colleague: A State-of-the-Art Analysis of Conversational Agents for the Workplace
    Shengjia Feng, Peter Buxmann · 2020 · Hawaii International Conference on System Sciences (HICSS)
  37. Developing empathy among first-year university undergraduates through English language course: A phenomenological study
    Imam Zafar Numanee, Nazneen Zafar, Abdul Karim, Shaik Abdul Malik Mohamed Ismail · 2020 · Heliyon
  38. Fusing Machine Learning and AI to Create a Framework for Employee Well-Being in the Era of Industry 5.0
    Cosmina-Mihaela Roșca, Adrian Stancu · 2024 · Applied Sciences
  39. Roles of artificial intelligence in wellness, healthy living, and healthy status sensing
    Peter Jaeho Cho, Karnika Singh, Jessilyn Dunn · 2020 · Elsevier eBooks
  40. Machine learning in emotional intelligence studies: a survey
    Khairi Shazwan Bin Dollmat, N. A. Abdullah · 2021 · Behavior and Information Technology
  41. Automatic Thoughts and Facial Expressions in Cognitive Restructuring With Virtual Agents
    Kazuhiro Shidara, Hiroki Tanaka, Hiroyoshi Adachi, Daisuke Kanayama, Yukako Sakagami, Takashi Kudo, Satoshi Nakamura · 2022 · Frontiers in Computer Science
  42. Artificial Intelligence-Based Chatbots to Combat COVID-19 Pandemic: A Scoping Review
    Abdollah Mahdavi, Masoud Amanzadeh, Mahnaz Hamedan, Roya Naemi · 2023 · Shiraz E-Medical Journal
  43. Empathic Chatbot: Emotional Intelligence for Empathic Chatbot: Emotional Intelligence for Mental Health Well-being
    Sarada Devaram · 2020 · arXiv (Cornell University)
  44. The ethical aspects of integrating sentiment and emotion analysis in chatbots for depression intervention
    Kerstin Denecke, Elia Gabarrón · 2024 · Frontiers in Psychiatry
  45. Emotion‐aware psychological first aid: Integrating BERT‐based emotional distress detection with Psychological First Aid‐Generative Pre‐Trained Transformer chatbot for mental health support
    Olajumoke Taiwo, Baidaa Al‐Bander · 2025 · Cognitive Computation and Systems
  46. The Bot Will See You Now
    Joshua R. Moore, Robert Lee Caudill · 2019 · Psychiatric Clinics of North America
  47. The Implications of Embodied Artificial Intelligence in Mental Healthcare for Digital Wellbeing
    Amelia Fiske, Peter Henningsen, Alena Buyx · 2020 · Philosophical studies series
  48. Conversational Agents for Mental Health and Wellbeing
    Zoraida Callejas, David Griol · 2021 · Logic, argumentation & reasoning
  49. Chatbots in the Field of Mental Health: Challenges and Opportunities
    Anna Carolina Viduani, Victor Cosenza, Ricardo Araújo, Christian Kieling · 2023 · Springer eBooks
  50. Primary care physicians’ perceptions of artificial intelligence systems in the care of adolescents’ mental health
    Pooria Ghadiri, Mark J. Yaffe⃰, Alayne Mary Adams, Samira Abbasgholizadeh Rahimi · 2024 · BMC Family Practice
  51. Artificial intelligence vs. human coaches: examining the development of working alliance in a single session
    Amber S Barger · 2025 · Frontiers in Psychology
  52. Development and evaluation of LLM-based suicide intervention chatbot
    Xueting Cui, Yun Gu, Hui Fang, Tingshao Zhu · 2025 · Frontiers in Psychiatry
  53. Usability testing and trust analysis of a mental health and wellbeing chatbot
    Kyle Boyd, Courtney Potts, Raymond Bond, Maurice D. Mulvenna, Thomas Broderick, Con Burns, Andrea Bickerdike, Michael McTear, Catrine Kostenius, Alex Vakaloudis et al. · 2022 · European Conference on Cognitive Ergonomics
  54. Understanding the Intention to Use Mental Health Chatbots Among LGBTQIA+ Individuals: Testing and Extending the UTAUT
    Tanja Henkel, Annemiek J. Linn, Margot J. van der Goot · 2023 · Lecture notes in computer science
  55. Investigating Contextual Notifications to Drive Self-Monitoring in mHealth Apps for Weight Maintenance
    Yu-Peng Chen, Julia Woodward, Dinank Bista, Xuanpu Zhang, Ishvina Singh, Oluwatomisin Obajemu, Meena N. Shankar, Kathryn M. Ross, Jaime Ruiz, Lisa Anthony · 2024 · CHI Conference on Human Factors in Computing Systems
  56. Exploring the role of engagement and adherence in chatbot-based cognitive training for older adults: memory function and mental health outcomes
    Yuyoung Kim, Yoonyoung Kang, Bori R. Kim, Jinwoo Kim, Geon Ha Kim · 2024 · Behaviour and Information Technology
  57. An Evaluation of Generative Pre-Training Model-based Therapy Chatbot for Caregivers
    Wang, Lu, Mujib, Munif Ishad, Williams, Jake, Demiris, George, Huh-Yoo, Jina · 2021 · arXiv
  58. Mental Distress, Label Avoidance, and Use of a Mental Health Chatbot: Results From a US Survey
    Kristin A. Kosyluk, Tanner Baeder, Karah Yeona Greene, Jennifer T. Tran, Cassidy Bolton, Nele Loecher, Daniel DiEva, Jerome Timothy Galea · 2024 · JMIR Formative Research
  59. Navigating the Future of Psychiatry: A Review of Research on Opportunities, Applications, and Challenges of Artificial Intelligence
    Jake Linardon · 2025 · Current Treatment Options in Psychiatry
  60. Integrative modeling enables ChatGPT to achieve average level of human counselors performance in mental health Q&A
    Yinghui Huang, Weijun Wang, Jinyi Zhou, Liang Zhang, Jionghao Lin, Hui Liu, Xiangen Hu, Zongkui Zhou, Wanghao Dong · 2025 · Information Processing & Management
  61. AI Literacy and Digital Wellbeing: The Multiple Mediating Roles of Positive Attitudes Towards AI and Satisfying Basic Psychological Needs
    Bilal Kaya, Sevgi Çınar, Fulya Cenkseven Önder · 2025 · International Journal of Human-Computer Interaction
  62. Clinical Efficacy, Therapeutic Mechanisms, and Implementation Features of Cognitive Behavioral Therapy–Based Chatbots for Depression and Anxiety: Narrative Review
    Chang-Ha Im, Minjung Woo · 2025 · JMIR Mental Health
  63. Exploring the Barriers to and Motivators for Using Digital Mental Health Interventions Among Construction Personnel in Nigeria: Qualitative Study
    Janet Mayowa Nwaogu, Albert P.C. Chan, John A. Naslund, Carol K.H. Hon, Christopher Belonwu, Yang Yang · 2021 · JMIR Formative Research
  64. Evaluating a Digital Mental Health Intervention (Wysa) for Workers’ Compensation Claimants
    Marcos Iglesias, Chaitali Sinha, Ramakant Vempati, Sarah Elizabeth Grace, Madhavi Roy, William C. Chapman, Monica Lynn Rinaldi · 2022 · Journal of Occupational and Environmental Medicine
  65. Tell Me, What Are You Most Afraid Of? Exploring the Effects of Agent Representation on Information Disclosure in Human-Chatbot Interaction
    Anna Stock, Stephan Schlögl, Aleksander Groth · 2023 · Lecture notes in computer science
  66. The use of artificial intelligence in mental health services in Turkey: What do mental health professionals think?
    Mücahit GÜLTEKİN, Meryem ŞAHİN · 2024 · Cyberpsychology Journal of Psychosocial Research on Cyberspace
  67. Wellness Buddy: An AI Mental Health Chatbot for Kenyan University Students
    Maria Ogamba, Joseph Theuri Gitonga, Betsy Muriithi, John Olukuru, Joseph Sevilla · 2023 · International Conference on the Advancements of Artificial Intelligence in African Context (AAIAC)
  68. A Large-Scale Dataset for Motivational Dialogue System: An Application of Natural Language Generation to Mental Health
    Tulika Saha, Saraansh Chopra, Sriparna Saha, Pushpak Bhattacharyya, Pankaj Kumar · 2021 · International Joint Conference on Neural Networks (IJCNN)
  69. Developing a Social Support Framework: Understanding the Reciprocity in Human-Chatbot Relationship
    Shuyi Pan, Maartje M.A. de Graaf · 2025 · CHI Conference on Human Factors in Computing Systems
  70. The Efficacy of Rule-Based Versus Large Language Model-Based Chatbots in Alleviating Symptoms of Depression and Anxiety: Systematic Review and Meta-Analysis
    Qiuxue Du, Yongliang Ren, Ze-long Meng, Han He, Shasha Meng · 2025 · Journal of Medical Internet Research
  71. Systematic review and meta analysis of chatbots in the management of depressive and anxiety symptoms
    Jun-Seok Sohn, Byeonggwan Ha, SoHyun Park, Jae-Jin Kim, Eojin Lee, Hyangkyeong Oh, San Lee, Eunjoo Kim · 2026 · npj Digital Medicine
  72. Late Fusion of the Available Lexicon and Raw Waveform-Based Acoustic Modeling for Depression and Dementia Recognition
    Esaú Villatoro-Tello, S. Pavankumar Dubagunta, Julian Fritsch, Gabriela Ramírez-de-la-Rosa, Petr Motlíček, Mathew Magimai.-Doss · 2021 · Interspeech (USB)
  73. Examining AI Methods for Micro-Coaching Dialogs
    Elliot G. Mitchell, Noémie Elhadad, Lena Mamykina · 2022 · CHI Conference on Human Factors in Computing Systems
  74. A review of smartphone applications designed to improve occupational health, safety, and well-being at workplaces
    IL Karlsen, Peter Aske Svendsen, Johan Simonsen Abildgaard · 2022 · BMC Public Health
  75. The Effects of Tai Chi on the Executive Functions and Physical Fitness in Middle-Aged Adults with Depression: A Randomized Controlled Trial
    Ligong Zhang, Dongshi Wang, Chun Xie, Siwen Liu, Lin Chi, Xuezhi Ma, Fei-Fei Ren · 2022 · Evidence-based Complementary and Alternative Medicine
  76. Design recommendations for chatbots to support people with depression
    Paula Maia de Souza, Isabella da Costa Pires, Vivian Genaro Motti, Helena de Medeiros Caseli, Jair Borges Barbosa Neto, Larissa Campagna Martini, Vânia Paula de Almeida Néris · 2022 · Brazilian Symposium on Human Factors in Computing Systems (IHC)
  77. Assessing medical students’ perceived stress levels by comparing a chatbot-based approach to the Perceived Stress Questionnaire (PSQ20) in a mixed-methods study
    Julia-Astrid Moldt, Teresa Festl Wietek, Amir Madany Mamlouk, Anne Herrmann‐Werner · 2022 · Digital Health
  78. Virtual Digital Psychotherapist App–Based Treatment in Patients With Methamphetamine Use Disorder (Echo-APP): Single-Arm Pilot Feasibility and Efficacy Study
    Tianzhen Chen, Liyu Chen, Shuo Li, Jiang Du, Hang Su, Haifeng Jiang, Qianying Wu, Lei Zhang, Jiayi Bao, Min Zhao · 2023 · JMIR mhealth and uhealth
  79. Can digital health researchers make a difference during the pandemic? Results of the single-arm, chatbot-led Elena+: Care for COVID-19 interventional study
    Joseph Ollier, Pavani Suryapalli, Elgar Fleisch, Florian von Wangenheim, Jacqueline Louise Mair, Alicia Salamanca-Sanabria, Tobias Kowatsch · 2023 · Frontiers in Public Health
  80. Emotional Intelligence Through Artificial Intelligence: NLP and Deep Learning in the Analysis of Healthcare Texts
    Prashant Kumar Nag, Amit Bhagat, R. Vishnu Priya, Deepak Kumar Khare · 2023 · International Conference on Artificial Intelligence for Innovations in Healthcare Industries (ICAIIHI)
  81. Can a Conversational Agent Lower Sexual Violence Victims' Burden of Self-Disclosure?
    Hyanghee Park, Joonhwan Lee · 2020 · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA)
  82. Towards developing a pocket therapist: an intelligent adaptive psychological support chatbot against mental health disorders in a pandemic situation
    Intissar Salhi, Kamal El Guemmat, Mohammed Qbadou, Khalifa Mansouri · 2021 · Indonesian Journal of Electrical Engineering and Computer Science
  83. Systematic review and meta-analysis of AI-based conversational agents for promoting mental health and well-being
    Han Zao Li, Renwen Zhang, Yi‐Chieh Lee, Robert E. Kraut, David C. Mohr · 2023
  84. Evolution of Primary Research Studies in Digital Interventions for Mental Well-Being Promotion from 2004 to 2023: A Bibliometric Analysis of Studies on the Web of Science
    Armaou, Maria, Pears, Matthew, Konstantinidis, Stathis Th., Blake, Holly · 2024 · International Journal of Environmental Research and Public Health
  85. Artificial intelligence vs. human expert: Licensed mental health clinicians' blinded evaluation of AI-generated and expert psychological advice on quality, empathy, and perceived authorship
    Ludwig Franke Föyen, Emma Carlotta Marie Zapel, Mats Lekander, Erik Hedman‐Lagerlöf, Elin Lindsäter · 2025 · Internet Interventions
  86. Depression intervention using AI chatbots with social cues: a randomized trial of effectiveness
    Shuo Xu, Tiancong Ma · 2025 · Journal of Affective Disorders
  87. Engagement, Satisfaction, and Mental Health Outcomes Across Different Residential Subgroup Users of a Digital Mental Health Relational Agent: Exploratory Single-Arm Study
    V. Forman-Hoffman, M. Pirner, M. Flom, Andrew Kirvin-Quamme, Emily Durden, J. Kissinger, A. Robinson · 2023 · JMIR Formative Research
  88. Emotion-Aware Chatbot with Cultural Adaptation for Mitigating Work-Related Stress
    Shi Hui Ng, Lay-Ki Soon, Tin Tin Su · 2023 · Asian HCI Symposium
  89. Young peoples’ reflections about using a chatbot to promote their mental wellbeing in northern periphery areas - a qualitative study
    Catrine Kostenius, Frida Lindström, Courtney Potts, Niklas Pekkari · 2024 · International Journal of Circumpolar Health
  90. Dialogue Management and Language Generation for a Robust Conversational Virtual Coach: Validation and User Study
    Alain Vázquez, Asier López Zorrilla, Javier Mikel Olaso, María Inés Torres · 2023 · Sensors
  91. How to Evaluate Health Applications with Conversational User Interface?
    Kerstin Denecke, Warren Jim · 2020 · Studies in health technology and informatics
  92. Can Artificial Intelligence Chatbots Improve Mental Health?
    Cara Gallegos, Ryoko Kausler, Jenny Alderden, Megan Davis, Liya Wang · 2024 · CIN Computers Informatics Nursing
  93. Use of ai-based mental health tools and psychological well-being among Chinese university students: a parallel mediation model of emotional self-efficacy and perceived autonomy
    Xiaoxiao Sun, Adnan Jahangir, Abdulelah Ahmed Alghamdi, Fang Liu · 2025 · Scientific Reports
  94. “I don’t know what you mean by `I am anxious'”: A New Method for Evaluating Conversational Agent Responses to Standardized Mental Health Inputs for Anxiety and Depression
    Tessa Eagle, Conrad Blau, Sophie Bales, Noopur Desai, Victor Li, Steve Whittaker · 2022 · ACM Transactions on Interactive Intelligent Systems
  95. Technological prescription: evaluation of the effectiveness of mobile applications to improve depression and anxiety. Systematic review
    Raquel Planas, Oriol Yuguero · 2021 · Informatics for Health and Social Care
  96. The automation of doctors and machines: A classification for AI in medicine (ADAM framework)
    Fawz Kazzazi · 2021 · Future Healthcare Journal
  97. The Terms of “You(s)”: How the Term of Address Used by Conversational Agents Influences User Evaluations in French and German Linguaculture
    Joseph Ollier, Marcia Nißen, Florian von Wangenheim · 2022 · Frontiers in Public Health
  98. Effectiveness of mental health chatbots in depression and anxiety for adolescents and young adults: a meta-analysis of randomized controlled trials
    Tzu Han Chen, Ginger Chu, Ren-Hao Pan, Wei‐Fen Ma · 2025 · Expert Review of Medical Devices
  99. Implementation Fidelity of Chatbot Screening for Social Needs: Acceptability, Feasibility, Appropriateness
    Raina Langevin, Andrew B. L. Berry, Jinyang Zhang, Callan Elswick Fockele, Layla Anderson, Dennis T. Hsieh, Andrea L. Hartzler, Herbert C. Duber, Gary Hsieh · 2023 · Applied Clinical Informatics
  100. A chatbot-based intervention with ELME to improve stress and health-related parameters in a stressed sample: Study protocol of a randomised controlled trial
    Christine Schillings, Echo Meißner, Benjamin Erb, Dana Schultchen, Eileen Bendig, Olga Pollatos · 2023 · Frontiers in Digital Health