Related Experiment Video
Updated: May 20, 2026
03:14
Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
Large Language Models in Mental Health Research and Treatment
Steven Mesquiti1, Erik C Nook1
1Department of Psychology, Princeton University, Princeton, New Jersey, USA; email: sm9518@princeton.edu, enook@princeton.edu.
Annual Review of Biomedical Data Science
|May 18, 2026
Summary
Large language models (LLMs) show promise for improving mental health assessment and care accessibility. However, significant challenges like bias and safety risks must be addressed for responsible AI implementation.
Area of Science:
- Psychiatry
- Computer Science
- Digital Health
Background:
- Mental health conditions represent a significant global health burden.
- Traditional psychological assessments are resource-intensive and lack accessibility.
- Artificial intelligence (AI), especially large language models (LLMs), offers potential solutions.
Purpose of the Study:
- To review the current applications of LLMs in mental health.
- To identify the potential benefits and challenges of using LLMs in mental healthcare.
- To outline future directions for safe and equitable LLM integration.
Main Methods:
- Literature review synthesizing recent applications of LLMs in mental health.
- Analysis of LLM use in psychopathology assessment, digital phenotyping, and electronic health records.
- Examination of early integrations of LLMs into psychotherapy.
Main Results:
- LLMs are being explored for language-based assessment and digital phenotyping.
- Applications include analyzing electronic health records and aiding psychotherapy.
- Significant risks identified: bias, hallucinations, and unsafe recommendations.
Conclusions:
- LLMs present opportunities to enhance mental health assessment and intervention.
- Ethical considerations and regulatory oversight are crucial for safe deployment.
- Future research must prioritize equitable and responsible AI in mental healthcare.
Related Concept Videos
01:26Modeling in Therapy
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in situations...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in situations...
01:27Language and Cognition
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
01:30Community Based Intervention
Community-based interventions in mental health represent a paradigm shift from institution-centered care to treatments embedded within the fabric of local communities. By prioritizing inclusion and leveraging existing societal structures, this approach fosters a supportive environment conducive to addressing mental health challenges while promoting individual dignity and agency.
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
01:24Treatment Strategies for Psychological Disorders
Treatment approaches for psychological disorders fall into three main categories: psychological, biological, and sociocultural. Each approach targets different aspects of mental health, requiring varying levels of education and training.
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
01:27Diagnostic and Statistical Manual of Mental Disorders (DSM)
The Diagnostic and Statistical Manual of Mental Disorders (DSM) serves as the primary classification system for mental health disorders, providing standardized diagnostic criteria for clinicians and researchers. First published by the American Psychiatric Association (APA) in 1952, the DSM has undergone several revisions to reflect evolving psychiatric understanding. The fifth edition, DSM-5, released in 2013, introduced key updates that expanded diagnostic categories and modified diagnostic...
01:10Higher Mental Functions of the Brain: Language
Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...