ArticleBiomedical informatics insights2019
Can Your Phone Be Your Therapist? Young People's Ethical Perspectives on the Use of Fully Automated Conversational Agents (Chatbots) in Mental Health Support.
Article in Biomedical informatics insights, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 85 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Effectiveness of a Smartphone Wellness App to Improve Mental Well-being: A Pilot Study
Comparing the Effectiveness of an AI Chatbot with That of a Telephone Hotline for Answering COVID-19 Related Issues
Who cites it
85 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A systematic review of artificial intelligence in child and adolescent interventions: from psychotherapy to developmental support.European child & adolescent psychiatry · 2026Pooled it
- Just-in-Time Adaptive Mechanisms of Popular Mobile Apps for Individuals With Depression: Systematic App Search and Literature Review.Journal of medical Internet research · 2021Pooled it
- Evaluating Commercially Available Mobile Apps for Depression Self-Management.AMIA ... Annual Symposium proceedings. AMIA Symposium · 2020Pooled it
- Effects of a Chatbot-Based Intervention on Stress and Health-Related Parameters in a Stressed Sample: Randomized Controlled Trial.JMIR mental health · 2024Trial
- Perspectives of Individuals With Obsessive-Compulsive Disorder on the Role of Artificial Intelligence in Therapy and Treatment: Thematic Qualitative Study.Journal of participatory medicine · 2026Article
- "I Don't Trust AI": A Generic Qualitative Analysis of College-Aged Mental Health Clients' Perceptions of Artificial Intelligence Used in Mental Health Counseling.Behavioral sciences (Basel, Switzerland) · 2026Article
- Conversational AI and Personal Growth: Insights from a Critical Integrative Review.Behavioral sciences (Basel, Switzerland) · 2026Review
- Scoping review on natural language processing applications in counselling and psychotherapy.British journal of psychology (London, England : 1953) · 2026Article
- Current Landscape of Mental Health Conversational Agents From a Trauma-Informed Care Lens: Scoping Review.JMIR mental health · 2026Article
- Use of generative AI for health among urban youth in Pakistan: A mixed-methods study.PLOS digital health · 2026Article
- A Qualitative Exploration of Post-Injury Challenges and the Potential Role of the PTSD Coach Mobile Application to Improve Recovery Among Acutely Injured Patients.Journal of clinical psychology · 2026Article
- Digital Conversational Agents for the Mental Health of Treatment-Seeking Youth: Scoping Review.JMIR mental health · 2025Article
- Investigating the Role of Situational Disruptors in Engagement with Digital Mental Health Tools.CSCW : proceedings of the Conference on Computer-Supported Cooperative Work. Conference on Computer-Supported Cooperative Work · 2025Article
- A Comparison of Responses from Human Therapists and Large Language Model-Based Chatbots to Assess Therapeutic Communication: Mixed Methods Study.JMIR mental health · 2025Article
- Health-Promoting Effects and Everyday Experiences With a Mental Health App Using Ecological Momentary Assessments and AI-Based Ecological Momentary Interventions Among Young People: Qualitative Interview and Focus Group Study.JMIR mHealth and uHealth · 2025Article
- Expert and Interdisciplinary Analysis of AI-Driven Chatbots for Mental Health Support: Mixed Methods Study.Journal of medical Internet research · 2025Article
- AI as the Therapist: Student Insights on the Challenges of Using Generative AI for School Mental Health Frameworks.Behavioral sciences (Basel, Switzerland) · 2025Article
- Current Landscape and Future Directions for Mental Health Conversational Agents for Youth: Scoping Review.JMIR medical informatics · 2025Article
- Advancing Clinical Chatbot Validation Using AI-Powered Evaluation With a New 3-Bot Evaluation System: Instrument Validation Study.JMIR nursing · 2025Article
- Exploring the Ethical Challenges of Conversational AI in Mental Health Care: Scoping Review.JMIR mental health · 2025Article
25 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Over the last decade, there has been an explosion of digital interventions that aim to either supplement or replace face-to-face mental health services. More recently, a number of automated conversational agents have also been made available, which respond to users in ways that mirror a real-life interaction. What are the social and ethical concerns that arise from these advances? In this article, we discuss, from a young person's perspective, the strengths and limitations of using chatbots in mental health support. We also outline what we consider to be minimum ethical standards for these platforms, including issues surrounding privacy and confidentiality, efficacy, and safety, and review three existing platforms (Woebot, Joy, and Wysa) according to our proposed framework. It is our hope that this article will stimulate ethical debate among app developers, practitioners, young people, and other stakeholders, and inspire ethically responsible practice in digital mental health.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.