评估应用程序推和持续参与的数字表型:队列研究
Bridget Dwyer1, Matthew Flathers1, James Burns1
1Division of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States.
JMIR formative research
|November 19, 2024
概括
数字表型化可以将个人与心理健康应用程序相匹配,从而潜在地提高参与度. 这种使用智能手机数据的方法在试点研究中显示出更高的参与度,这表明现实应用的可行性.
科学领域:
- 数字健康数字健康
- 心理健康技术 心理健康技术
- 行为科学是一种行为科学.
背景情况:
- 低参与度的心理健康应用程序限制了他们的有效性.
- 个性化应用程序匹配可以提高用户参与度.
- 需要新的方法来将个人与合适的数字心理健康工具联系起来.
研究的目的:
- 试点数字表型化,将个人与心理健康应用程序相匹配.
- 评估数据驱动的建议是否增加了应用程序的参与度.
- 评估使用智能手机传感器数据用于应用程序选择的可行性.
主要方法:
- 使用mindLAMP应用程序收集的数字表型化数据.
- 将随机分配的参与者分配到数字表型化手臂 (附建议) 或对照手臂.
- 使用客观的屏幕时间,自我报告和数字工作联盟库存来衡量参与度.
主要成果:
- 在数字表型化部门观察到更高的参与度 (屏幕时间,联盟分数).
- 大多数参与者使用了应对抑郁或焦虑的应用程序.
- 在自我报告和客观参与指标之间没有发现相关性.
结论:
- 心理健康应用程序推的数字表型是可行的,可能会改善参与度.
- 这种方法是通用和实用的,可用于现实世界的实施.
- 数字表型的未来进步有望提供更个性化的建议.
相关概念视频
02:20Longitudinal Research
11.9K
Sometimes we want to see how people change over time, as in studies of human development and lifespan. When we test the same group of individuals repeatedly over an extended period of time, we are conducting longitudinal research. Longitudinal research is a research design in which data-gathering is administered repeatedly over an extended period of time. For example, we may survey a group of individuals about their dietary habits at age 20, retest them a decade later at age 30, and then again...
11.9K
01:26Longitudinal Studies
138
Longitudinal studies are also widely used in other medical and social science fields. For instance, in cardiovascular research, they can monitor patients' health over decades to identify risk factors for heart disease, such as high cholesterol or smoking, and evaluate the long-term effectiveness of preventive measures. Similarly, in mental health studies, researchers might follow individuals from adolescence into adulthood to understand the development and progression of conditions like...
138