心理健康中的被动感知:挑战和机遇
1Northwestern University, Feinberg School of Medicine, Department of Preventive Medicine, Center for Behavioral Intervention Technologies.
Journal of psychopathology and clinical science
|October 23, 2025
概括
被动感应研究显示出潜力,但面临着挑战. 来自传感器的客观数据与主观报告的相关性很小,导致研究中的效果大小很小.
科学领域:
- 行为科学是一种行为科学.
- 数字健康数字健康
- 心理生理学 心理生理学
背景情况:
- 被动感应捕捉现实世界和在线行为,包括应用程序使用,短信和心理生理状态.
- 现有研究表明,在被动感应方面有一致的发现,这表明了潜在的有效性.
- 然而,被动传感研究中的效应大小始终是小到中等.
研究的目的:
- 审查当前被动感应研究的现状.
- 讨论被动传感的挑战和潜在应用.
- 探索被动传感中效果大小有限的原因.
主要方法:
- 关于被动传感的专题期刊中的文章分析.
- 对被动传感发现的元分析和系统审查的审查.
- 评论客观传感器数据和主观报告之间的关系.
主要成果:
- 被动传感包括各种数据类型,从GPS和动图到应用程序使用和按键.
- 跨研究的一致发现表明被动感应捕获有意义的信号.
- 影响大小有限,可能是由于客观传感器数据和主观症状评级之间的固有差异.
结论:
- 被动传感提供具有重大潜力的客观行为和生理数据.
- 在将这些客观措施转化为临床上显著的效果大小方面仍然存在挑战.
- 需要进一步的研究,以了解和克服临床应用的被动传感的局限性.
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