按键和笔笔元数据与青少年抑郁症状之间的关联
Moonyoung Jang1,2, Youngeun Cho3, Do Hyung Kim4
1Department of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea.
Psychological medicine
|September 5, 2024
概括
学生按键和笔笔使用的数字数据可以帮助识别青少年的抑郁症状. 这项技术为青少年心理健康的早期发现和干预提供了一个有希望的途径.
科学领域:
- 数字化表型化是指数字化表型化.
- 青少年心理健康 青少年心理健康
- 医疗保健中的机器学习
背景情况:
- 青少年经常经历未经治疗的抑郁症状.
- 在青少年中,难以自我识别症状和寻求帮助是很常见的.
- 早期干预对于管理青少年抑郁症至关重要.
研究的目的:
- 调查被动收集的数字数据与青少年抑郁症状之间的相关性.
- 探索按键和笔数据对心理健康查的有用性.
主要方法:
- 从927名中学生收集了77种类型的按键和笔数据.
- 使用患者健康问卷-9 (PHQ-9) 测量抑郁症状.
- 分析数据包括按键的压力,敲门压力,冲动速度和加速度.
主要成果:
- 冲击长度,速度,加速度,平均y坐标,龙头压力和错误答案与PHQ-9分数有显著的相关性.
- 按键和笔的元数据反映了抑郁症青少年的情绪,能量,认知和精神运动症状.
- 数字数据显示了识别抑郁症状的各个方面的潜力.
结论:
- 在学术活动期间自动收集的数字数据可以促进学生早期查抑郁症状.
- 这项研究为开发用于青少年抑郁症检测的数字数据框架提供了基础.
- 利用数字数据为青少年提供了一种积极主动的心理健康支持的新方法.
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