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人工智能在失眠,焦虑和抑郁症中的应用:一个图书统计分析
Enshi Lu1, Di Zhang1, Mingguang Han2
1Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
人工智能 (AI) 越来越多地用于心理健康,特别是对于失眠,焦虑和抑郁症. 未来的研究应该关注数据质量,伦理和临床整合,以应对全球心理健康危机.
科学领域:
- 心理健康 心理健康
- 人工智能的人工智能
- 图书统计学 图书统计学
背景情况:
- 全球精神健康问题如失眠,焦虑和抑郁症的增加.
- 人工智能 (AI) 显示出诊断和个性化心理健康治疗的潜力.
- 需要对人工智能在心理健康中的应用进行系统审查.
研究的目的:
- 系统地审查对失眠,焦虑和抑郁症的AI应用程序.
- 确定关键的研究热点和人工智能的未来趋势,用于心理健康.
- 使用文献计量分析进行趋势预测.
主要方法:
- 从Web of Science核心收藏中对875篇文章 (2000-2024) 的图书统计分析.
- 使用VOSviewer和CiteSpace进行趋势映射和协作分析.
- 审查了主要国家,机构和作者的贡献.
主要成果:
- 美国和中国领导着研究成果和国际合作.
- 关键研究领域:神经网络,机器学习,深度学习,人机交互以实现个性化治疗.
- 确定了挑战:数据隐私,道德问题,AI模型的解释性.
结论:
- 人工智能在心理健康研究中发挥着越来越重要的作用.
- 未来的优先事项包括提高数据质量,解决伦理问题和临床整合.
- 解决全球心理健康危机的进展至关重要.
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