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在青少年中测试被动感应的可行性:对心理健康的影响
Kaitlyn Burnell1, Jesus A Beltran2, Monika N Lind3
1Department of Psychology and Neuroscience, Duke University.
Journal of psychopathology and clinical science
|October 2, 2025
概括
被动感应显示了青少年心理健康监测的潜力,但数字行为和自我报告之间的联系很弱. 青少年参与被动感应研究是可行的,但面临参与障碍.
科学领域:
- 数字心理健康数字心理健康
- 青少年心理学 青少年心理学
- 人与计算机的互动.
背景情况:
- 被动感应为追踪青少年心理健康提供了新的途径.
- 现有关于数字行为指标和自我报告精神健康的研究表明存在不一致.
- 了解参与偏见对于被动感应研究至关重要.
研究的目的:
- 调查青少年自我报告的心理健康和被动感知的数字/离线行为之间的信号.
- 检查青少年参与被动感应研究中的人口和心理健康相关偏见.
主要方法:
- 一项为期90天的被动感应研究,涉及131名青少年 (年龄在15-20岁).
- 收集了关于数字行为 (键盘点击,应用程序使用) 和离线行为 (睡眠,体育活动) 的数据.
- 分析了自我报告的心理健康指标与被动感知变量之间的相关性.
主要成果:
- 在心理健康指标和一些感知变量 (例如,负词比例,呼叫行为) 之间发现了小的相关性.
- 自我报告和感知数据之间的关联在区分人与人之间的影响和人内影响时减少.
- 观察到参与率较低,但没有发现与人口统计或心理健康风险相关的重大偏差.
结论:
- 在不同的青少年群体中,被动传感数据收集是可行的.
- 关于青少年参与和被动感知数据与自我报告的心理健康构造之间的信号强度的挑战仍然存在.
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