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Benefits and Harms of Large Language Models in Digital Mental Health
16 references·16 citing·45 second hopsampled
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(2001)Research summary on the thera…The role of the therapeutic alliance in psychotherapy and pharmacotherapy outcome: Findings in the National Institute of Mental Health Treatment of Depression Collaborative Research Program. (1996)The role of the therapeutic a…The cochrane database of systematic reviews (1996)The cochrane database of syst…Computer Power and Human Reason: From Judgment to Calculation (1976)Computer Power and Human Reas…Safety Mechanisms and Risk Mitigation in Generative AI Mental Health Chatbots: A Systematic Scoping Review (2026)Safety Mechanisms and Risk Mi…AI Chatbots for Mental Health Self-Management: Lived Experience–Centered Qualitative Study (2026)AI Chatbots for Mental Health…Understanding Attitudes and Trust of Generative AI Chatbots for Social Anxiety Support (2025)Understanding Attitudes and T…The Dark Side of AI Companionship: A Taxonomy of Harmful Algorithmic Behaviors in Human-AI Relationships (2025)The Dark Side of AI Companion…The Applications of Large Language Models in Mental Health: Scoping Review (2025)The Applications of Large Lan…Racial bias in AI-mediated psychiatric diagnosis and treatment: a qualitative comparison of four large language models (2025)Racial bias in AI-mediated ps…If a therapy bot walks like a duck and talks like a duck then it is a medically regulated duck (2025)If a therapy bot walks like a…Evaluating the Quality of Psychotherapy Conversational Agents: Framework Development and Cross-Sectional Study (2025)Evaluating the Quality of Psy…Effect of AI-Based Natural Language Feedback on Engagement and Clinical Outcomes in Fully Self-Guided Internet-Based Cognitive Behavioral Therapy for Depression: 3-Arm Randomized Controlled Trial (2025)Effect of AI-Based Natural La…Automated Digital Safety Planning Interventions for Young Adults: Qualitative Study Using Online Co-design Methods (2025)Automated Digital Safety Plan…Assessing and alleviating state anxiety in large language models (2025)Assessing and alleviating sta…A Systematic Review on Mental Health Chatbots: Trends, Design Principles, Evaluation Methods, and Future Research Agenda (2025)A Systematic Review on Mental…A Prompt Engineering Framework for Large Language Model–Based Mental Health Chatbots: Conceptual Framework (2025)A Prompt Engineering Framewor…“This is human intelligence debugging artificial intelligence”: Examining how people prompt GPT in seeking mental health support (2025)“This is human intelligence d…Self-Administered Interventions Based on Natural Language Processing Models for Reducing Depressive and Anxiety Symptoms: Systematic Review and Meta-Analysis (2024)Self-Administered Interventio…Large Language Model Agents for Improving Engagement with Behavior Change Interventions: Application to Digital Mindfulness (2024)Large Language Model Agents f…The Mini-International Neuropsychiatric Interview (M.I.N.I.): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10 (1998)The Mini-International Neuropsychiatric Interview (M.I.N.I.): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. 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References

  • 2019Dissecting racial bias in an algorithm used to manage the health of populations7,086 cited
  • 1996The cochrane database of systematic reviews5,989 cited
  • 2005The empirical status of cognitive-behavioral therapy: A review of meta-analyses3,214 cited
  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 2001Research summary on the therapeutic relationship and psychotherapy outcome.1,619 cited
  • 2017The Routledge Handbook of Epistemic Injustice1,194 cited
  • 2014Advantages and limitations of Internet-based interventions for common mental disorders1,159 cited
  • 2019Chatbots and Conversational Agents in Mental Health: A Review of the Psychiatric Landscape1,025 cited
  • 1976Computer Power and Human Reason: From Judgment to Calculation877 cited
  • 2016Annals of the American association of geographers762 cited
  • 2016Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media683 cited
  • 1996The role of the therapeutic alliance in psychotherapy and pharmacotherapy outcome: Findings in the National Institute of Mental Health Treatment of Depression Collaborative Research Program.603 cited
  • 2019An overview of the features of chatbots in mental health: A scoping review602 cited
  • 2023Can Large Language Models Transform Computational Social Science?

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582 cited
  • 2020Methods in predictive techniques for mental health status on social media: a critical review553 cited
  • 2018Natural Language Processing of Social Media as Screening for Suicide Risk505 cited
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