ArticleNpj mental health research2024
"It happened to be the perfect thing": experiences of generative AI chatbots for mental health.
Article in Npj mental health research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers, 3 of them syntheses that pooled it.
What it found
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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.
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Who cites it
71 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Generative AI in Youth Mental Health Apps: Rapid Review.JMIR mental health · 2026Pooled it
- Generative AI Mental Health Chatbots as Therapeutic Tools: Systematic Review and Meta-Analysis of Their Role in Reducing Mental Health Issues.Journal of medical Internet research · 2025Pooled it
- The Effectiveness of AI Chatbots in Alleviating Mental Distress and Promoting Health Behaviors Among Adolescents and Young Adults: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Efficacy of a Conversational AI Agent for Psychiatric Symptoms and Digital Therapeutic Alliance: A Randomized Clinical Trial.JAMA network open · 2026Trial
- Patient experience and psychologists' attitudes toward AI in psychological treatment: A topic-modeling study.Internet interventions · 2026Article
- Possible Role and Function of AI Conversational Agents in Dialectical Behavior Therapy for Borderline Personality Disorder: Qualitative Interview Study.JMIR mental health · 2026Article
- Tool or Companion? Reframing Conversational AI to Prevent Psychological Harm.JMIR mental health · 2026Review
- Generative AI emotion recognition from bodily gestures and vocal tone reveals modality-specific performance and positivity bias.Scientific reports · 2026Article
- Exploring Real-World Use of AI Chatbots for Mental Health Support: Cross-Sectional Survey Study.JMIR mental health · 2026Article
- Leveraging expectation effects to improve outcomes in the context of digital mental health interventions.Internet interventions · 2026Review
- From impact factor to human factor: the rise of humanness in the age of intelligent machines.Npj mental health research · 2026Article
- A scoping review on the mental health harms of LLM-based chatbots.NPJ digital medicine · 2026Article
- Health Care Professionals' Perspectives on Conversational Mental Health Chatbots: Protocol for a Systematic Review.JMIR research protocols · 2026Article
- A clinically validated framework for auditing AI chatbot behavior in mental health interactions.Nature medicine · 2026Article
- Review
- Real-world use of large language models for mental health in 2024.NPJ digital medicine · 2026Article
- Patient and Family Perspectives on Generative AI Tools in Rare Diseases: Exploratory Mixed Methods Online Survey.Journal of participatory medicine · 2026Article
- Japanese Health Information Technology Usability Evaluation Scale for Sexually Transmitted Infection-Related Chatbots: Development and Psychometric Validation Study.JMIR human factors · 2026Article
- Supporting Student Mental Health With the Safespace Generative AI Chatbot: Mixed Methods Feasibility Study.JMIR formative research · 2026Article
- Young people's perceptions and recommendations for conversational generative artificial intelligence in youth mental health.NPJ digital medicine · 2026Article
11 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
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The global mental health crisis underscores the need for accessible, effective interventions. Chatbots based on generative artificial intelligence (AI), like ChatGPT, are emerging as novel solutions, but research on real-life usage is limited. We interviewed nineteen individuals about their experiences using generative AI chatbots for mental health. Participants reported high engagement and positive impacts, including better relationships and healing from trauma and loss. We developed four themes: (1) a sense of 'emotional sanctuary', (2) 'insightful guidance', particularly about relationships, (3) the 'joy of connection', and (4) comparisons between the 'AI therapist' and human therapy. Some themes echoed prior research on rule-based chatbots, while others seemed novel to generative AI. Participants emphasised the need for better safety guardrails, human-like memory and the ability to lead the therapeutic process. Generative AI chatbots may offer mental health support that feels meaningful to users, but further research is needed on safety and effectiveness.
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.