基于自然语言处理模型的自我管理干预措施,以减少抑郁和焦虑症状:系统审查和元分析
David Villarreal-Zegarra1,2, C Mahony Reategui-Rivera2, Jackeline García-Serna1
1Instituto Peruano de Orientación Psicológica, Lima, Peru.
JMIR mental health
|August 21, 2024
概括
自主管理的自然语言处理 (NLP) 干预措施在减少抑郁和焦虑症状方面表现有前途. 由于证据的确定性较低,需要进一步进行高质量的试验.
科学领域:
- 心理健康技术 心理健康技术
- 计算语言学 计算语言学
- 数字治疗学数字治疗学
背景情况:
- 自然语言处理 (NLP) 增强了对焦虑和抑郁的自我管理干预措施.
- 生成型人工智能 (AI) 模型显示出希望,但有效性的证据有限.
研究的目的:
- 为了确定基于NLP的自我管理干预措施是否可以减少抑郁和焦虑症状.
- 通过系统审查和元分析来综合现有证据.
主要方法:
- 随机对照试验和准实验研究的系统审查和元分析.
- 在多个数据库中进行搜索 (科学网,Scopus,MEDLINE等). 在2023年11月之前.
- 使用标准化平均差异 (SMD) 和随机效应模型分析数据.
主要成果:
- NLP干预显著减少了抑郁症 (SMD 0.819) 和焦虑症 (SMD 0.272) 的症状.
- 基于AI和基于规则的NLP模型在减轻症状方面表现出有效性.
- 由于偏见和异质性的高风险,证据的整体确定性非常低.
结论:
- 基于NLP的干预措施是有效的缓解抑郁和焦虑症状.
- 这些干预措施可以提高心理健康护理的可访问性,并降低成本.
- 进一步进行高质量的研究对于确认发现和评估实施至关重要.
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