Large Language Models for Mental Health Applications: Systematic Review

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Items 201–270 of 270

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18. Leveraging Fine-Tuned LLAMA for Mental Health Support
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19. Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study
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24. Robust Mental Health Detection via Structured LLM Inference: A Study of LangGraph and Chain-of-Verification
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25. The SMART Framework: A Hierarchical Model for Moving Generative AI in Psychotherapy from Capability to Clinical Utility (Preprint)
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29. Harnessing large language models in virtual CBT for university students’ academic anxiety: a preliminary randomized trial
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30. Monitoring students’ well-being through journal analysis—study protocol of an explorative approach using natural language processing on typed and transcribed entries to monitor and generate personalized feedback
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31. From Personalization to Therapeutic Continuity: Framework for Memory in AI-Powered Mental Health Systems
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35. Auditable Longitudinal Diagnostic Alignment for Psychiatric Follow-Up Using a Large Language Model and Rule-Based Strategy Engine: Model Development and Evaluation Study (Preprint)
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36. ARTIFICIAL INTELLIGENCE IN PSYCHIATRIC DIAGNOSIS: CURRENT APPLICATIONS, CLINICAL POTENTIAL, AND EMERGING CHALLENGES - A COMPREHENSIVE REVIEW
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37. A BERT BiLSTM and BiTCN model for suicidal ideation identification in Spanish texts
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44. Human-AI Collaboration in Psychological Practice
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46. The Patient–AI Relationship in Obsessive–Compulsive and Related Disorders: A Cognitive-Behavioral Framework
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47. How Does LGBTQIA+ Identity Affect LLM Behaviour? Implications for Requirements Engineering of Mental Health AI Systems
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48. Between Help and Manipulation: Youth Recognition of Dark Patterns and Value Tensions in LLM-Assisted Mental Health Support - A Qualitative Think-Aloud Study (Preprint)
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49. Toward a Living Meta-Framework for Evaluating Generative AI in Mental Health
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50. Knowledge Mapping and Frontier Analysis of Artificial Intelligence Applications in Mental Health Interventions: A CiteSpace‑Based Bibliometric Analysis
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56. Do Emotional Cues Matter? Exploring Support Strategy Selection in LLM-Based Supportive Conversations
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57. Ethical Boundaries for Large Language Models in Mental-Health Care: A Review of Psychological Safety, Relational Governance and Human Escalation
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63. Initial Validation of the Cantonese Eating Disorder Assessment for DSM ‐5 in Hong Kong Adults With Binge Eating
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64. Context presentation and native conversation structure in large language model responses to escalating suicide risk: a controlled multimodel evaluation
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65. AURIS: An LLM-Driven Framework for Structured Mental Health Assessment Using Mixture-of-Experts Architecture
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70. LARGE LANGUAGE MODELS IN MENTAL HEALTH TRIAGE: A SYSTEMATIC REVIEW OF ACCURACY, BIAS, AND ETHICAL DEPLOYMENT ACROSS DIGITAL PLATFORMS
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