问题性互联网使用的风险水平预测:数字健康视角
1Department of Computer Science and Engineering, Kongju National University, Republic of Korea.
Internet interventions
|July 29, 2025
概括
这项研究提高了使用机器学习管道检测有问题的互联网使用 (PIU). 睡眠质量和体力活动等关键特征显著改善了对互联网成的早期发现和干预.
科学领域:
- 数字健康数字健康
- 计算心理学 计算心理学
- 行为科学 行为科学
背景情况:
- 问题性互联网使用 (PIU) 是越来越多的关注跨学科.
- 现有的研究已经探索了PIU的各种理论和经验方法.
- 在理解和检测方面的差距需要先进的方法.
研究的目的:
- 系统地审查PIU文献,确定研究趋势,方法和挑战.
- 开发和验证一个全面的机器学习管道,以改善PIU检测.
- 确定影响PIU检测的关键预测特征,跨不同严重程度的PIU检测.
主要方法:
- 对PIU研究的系统文献审查.
- 机器学习管道的开发,包括预处理,特征提取和建模.
- 绩效验证策略解决缺失值和数据不平衡的问题.
主要成果:
- 通过处理缺失的数据和不平衡,机器学习模型的性能得到了显著改善.
- 确定了关键的预测特征:生理指标,身体活动,睡眠质量和互联网使用模式.
- 阐明了特征在不同严重程度的PIU检测上的不同影响.
结论:
- 开发的管道提供了对PIU的更好的理解和检测.
- 结果为早期检测和量身定制的干预提供了可操作的见解.
- 通过为互联网成预防和干预计划提供信息,为数字健康做出贡献.
相关概念视频
Bullying
8.5K
A modern form of aggression is bullying. As you learn in your study of child development, socializing and playing with other children is beneficial for children’s psychological development. However, as you may have experienced as a child, not all play behavior has positive outcomes. Some children are aggressive and want to play roughly. Other children are selfish and do not want to share toys. One form of negative social interactions among children that has become a national concern is...
8.5K
Levels of Health Promotion and Illness Prevention
13.3K
Health promotion allows a person to control the determinants of health, resulting in an improved health status. It enhances the quality of life and reduces premature deaths. Health promotion and illness prevention programs help people make beneficial choices to reduce the risk of disease and disabilities. There are three health promotion and illness prevention levels: primary, secondary, and tertiary prevention.
In primary prevention, actions taken before disease onset prevent the disease from...
In primary prevention, actions taken before disease onset prevent the disease from...
13.3K
Self-Presentation: Self-Monitoring and Self-Handicapping
40.4K
People can go to great lengths to protect their self-image and present themselves in ways that they want others to see them. Sociologist Erving Goffman presented the idea that a person is like an actor on a stage. Calling his theory dramaturgy, Goffman believed that we use “impression management” to present ourselves to others as we hope to be perceived. Each situation is a new scene, and individuals perform different roles depending on who is present (Goffman, 1959). Think about...
40.4K
Stress Prevention and Stress Management Techniques IV
63
Stress often leads to unhealthy habits like smoking, excessive drinking, and overeating, which offer short-term relief but ultimately increase long-term health risks. These behaviors create a cycle that temporarily lowers stress levels but can result in severe long-term health consequences. Breaking these habits is essential to reduce the risk of chronic diseases and improve overall well-being. Three primary changes that support better health include quitting smoking, reducing alcohol intake,...
63
Issues And Trends In Healthcare Delivery System
5.8K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.8K
Health Literacy
4.2K
Health literacy is an individual's or a community's capacity to comprehend, receive, read, and use relevant healthcare information and services. The World Health Organization (WHO, 2018) defines health literacy as the cognitive and social skills that determine the ability of individuals to gain access to, understand, and use information in ways that promote and maintain good health. As a result, the WHO helps individuals manage long-term health concerns, participate in preventative...
4.2K


