大型语言模型在心理健康中的机遇和风险
Hannah R Lawrence1, Renee A Schneider2, Susan B Rubin1
1Google via Magnit, Folsom, CA, United States.
JMIR mental health
|August 6, 2024
概括
大型语言模型 (LLM) 为不断增长的心理健康需求提供了有希望的可扩展解决方案,有助于教育,评估和干预. 负责任的发展和道德的部署对于最大限度地提高全球心理健康护理的好处和最大限度地降低风险至关重要.
科学领域:
- 数字健康数字健康
- 医疗保健中的人工智能
- 心理健康技术 心理健康技术
背景情况:
- 全球心理健康问题越来越多,超过了当前护理模式的容量.
- 大型语言模型 (LLM) 为解决这些日益增长的需求提供了一个新的技术机会.
- 对于各种心理健康应用,LLM已经在探索中.
研究的目的:
- 对心理健康教育,评估和干预中LLM应用的现有文献进行审查.
- 通过在精神卫生保健中使用LLM来识别积极影响的机会.
- 突出风险,并为心理健康的LLM部署提出减轻风险的策略.
主要方法:
- 对心理健康的LLM进行当前研究的系统审查.
- 分析LLM在提供心理健康教育,评估和干预方面的能力.
- 识别和讨论伦理考虑和风险.
主要成果:
- 在提供心理健康教育,进行评估和提供干预方面,LLM显示出潜力.
- 对于LLMs来说,存在关键的机会,可以在规模上加强心理健康支持.
- 与LLM在心理健康中的使用相关的重大风险需要谨慎管理.
结论:
- 与负责任的LLM开发平衡心理健康支持的迫切需要是至关重要的.
- 确保LLM对心理健康进行微调,促进公平,并遵守道德标准至关重要.
- 涉及具有实践经验的个人参与LLM开发和部署是最大限度地发挥积极影响和最大限度地减少伤害的必要条件.
相关概念视频
Language and Cognition
340
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.
340
Modeling in Therapy
61
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...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
61
Diagnostic and Statistical Manual of Mental Disorders (DSM)
52
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...
52
Human Genetics
551
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
551
Community Based Intervention
36
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...
36
Treatment Strategies for Psychological Disorders
104
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...
104


