一种基于理论和数据的方法,通过基于信息的干预来促进体育活动
Patrizia Catellani1, Marco Biella1, Valentina Carfora1
1Department of Psychology, Catholic University of the Sacred Heart, Milan, Italy.
Frontiers in psychology
|August 14, 2023
概括
这项研究结合了基于理论的建模和人工智能,通过信息干预来促进身体活动. 这种基于人工智能的方法有效地识别了个性化的信息,以鼓励炼和改善健康结果.
科学领域:
- 行为科学 行为科学
- 计算科学 计算科学
- 促进健康 促进健康
背景情况:
- 有效地促进体育活动对公共健康至关重要.
- 基于信息的干预措施可以影响健康行为.
- 将理论模型与人工智能集成,为行为改变提供了新的方法.
研究的目的:
- 调查有效的基于信息的干预措施,以促进身体活动.
- 将结构方程建模 (SEM) 与人工智能 (AI) 结合起来,以加强干预策略.
- 开发一种人工智能驱动的方法来个性化体育活动信息.
主要方法:
- 一个为期两周的移动应用程序干预,564名参与者测量了监管重点,态度和意图.
- 随机分配到四个消息框架条件 (获利,非损失,非获利,损失).
- 开发一个集 SEM 和 AI (深度强化学习 - DRL) 的动态贝叶斯网络 (DBN),以优化消息策略.
主要成果:
- 结构方程建模证实了情绪调解监管重点对信息处理和意图的影响.
- 开发了一个动态贝叶斯网络 (DBN),集成SEM和消息框架,以获得最佳的预测能力.
- 深度强化学习 (DRL) 方法实现了自动化,快速配置策略,用于个性化的消息选择,集成到AI聊天机器人中.
结论:
- 将理论驱动的SEM与数据驱动的AI相结合,是有效促进体育活动的有希望的策略.
- 人工智能驱动的个性化消息传递可以增强干预措施的影响.
- 这种综合方法为公共卫生倡议提供了一个可扩展的解决方案.
相关概念视频
Models of Health Promotion and Illness Prevention II
1.6K
The person's health status fluctuates continually, varying from being in good health to becoming ill and returning to being healthy. To understand the concept of illness prevention, there are two models. First, the health-illness continuum model is a graphic representation of an individual's wellness. It states that a person is considered healthy in the absence of physical disease and the presence of good emotional health.
The agent-host-environment model states that disease results...
The agent-host-environment model states that disease results...
1.6K
Models of Health Promotion and Illness Prevention I
2.1K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.1K
Levels of Health Promotion and Illness Prevention
12.7K
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...
12.7K
Community Based Intervention
65
Community-based interventions in mental health represent a paradigm shift from institution-centered care to treatments embedded within the fabric of local communities. By prioritizing inclusion and leveraging existing societal structures, this approach fosters a supportive environment conducive to addressing mental health challenges while promoting individual dignity and agency.
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
65
Stress Prevention and Stress Management Techniques VI
50
Adopting a healthier lifestyle often requires overcoming significant challenges, but leveraging psychological, social, and cultural resources can facilitate meaningful change. Effective self-change hinges on understanding and applying key tools such as motivation and goal setting, which help sustain efforts toward long-term health benefits.
Motivation and Self-Determination
Motivation, the driving force behind behavior, plays a pivotal role at every stage of the change process. The research...
Motivation and Self-Determination
Motivation, the driving force behind behavior, plays a pivotal role at every stage of the change process. The research...
50
Routes of Persuasion
64.2K
Persuasion is the process of changing our attitude toward something based on some kind of communication. Much of the persuasion we experience comes from outside forces. How do people convince others to change their attitudes, beliefs, and behaviors? What communications do you receive that attempt to persuade you to change your attitudes, beliefs, and behaviors?
64.2K


