以人工智能为动力的数字疗法用于预防压力以以人为中心的设计:关于SHIVA解决方案的多利益相关者研讨会的观点
Marco Bolpagni1,2, Susanna Pardini2, Silvia Gabrielli2
1Human Inspired Technology Research Centre, University of Padova, Padova, Italy.
Internet interventions
|September 24, 2024
概括
人工智能驱动的数字治疗 (DTx) 可以改善压力预防,但低采用源于设计参与度差. 利益相关者的意见是开发可信,个性化的AI心理健康工具的关键.
科学领域:
- 数字健康数字健康
- 人工智能的人工智能
- 心理健康 心理健康
背景情况:
- 人工智能驱动的数字治疗 (DTx) 提供可扩展的压力预防和心理健康支持.
- 对DTx的低采用率通常归因于用户和利益相关者在设计中的参与不足.
研究的目的:
- 探索SHIVA DTx以人为中心的设计机会,整合AI和虚拟现实.
- 了解利益相关者对影响采用基于人工智能的心理健康干预措施的因素的观点.
主要方法:
- 使用了与12个不同的利益相关者 (用户,设计师,专家) 的研讨会来讨论SHIVA的设计.
- 研究AI数据处理,可穿戴集成,部署和模型透明度,可解释性和准确性.
主要成果:
- 利益相关者支持安全,保护隐私的人工智能进行个性化治疗,并认为可穿戴设备是必不可少的.
- 人们对强制性可穿戴设备的使用和VR头盔成本表示担忧;对于参与,首要选择人为协助.
- 透明度,可解释性和准确性被确定为压力检测模型的关键.
结论:
- 人工智能为像SHIVA这样的个性化,以用户为中心的DTx提供了重大机会.
- 开发透明,可解释和准确的AI模型对于用户信任,参与和坚持心理健康干预至关重要.
相关概念视频
Stress Prevention and Stress Management Techniques III
53
Regular exercise and meditation serve as essential tools in managing stress and promoting physical and mental well-being.
The Role of Exercise in Stress Management
Regular physical activity is essential for reducing stress and promoting cardiovascular health. Exercise strengthens the heart, enhances blood flow, keeps blood vessels flexible, and helps lower blood pressure, all of which reduce the body's stress response. Research shows that adults who exercise regularly have nearly half the...
The Role of Exercise in Stress Management
Regular physical activity is essential for reducing stress and promoting cardiovascular health. Exercise strengthens the heart, enhances blood flow, keeps blood vessels flexible, and helps lower blood pressure, all of which reduce the body's stress response. Research shows that adults who exercise regularly have nearly half the...
53
Stress Prevention and Stress Management Techniques VI
27
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...
27
Stress Prevention and Stress Management Techniques I
41
Stress prevention and management are crucial for maintaining well-being and building resilience. Techniques to manage stress include cultivating qualities like conscientiousness, a sense of personal control, and self-efficacy. Each of these traits significantly reduces stress and promotes healthier lifestyle choices and outcomes.
Conscientiousness
Conscientious individuals tend to be organized, responsible, and disciplined. They prioritize completing tasks and following structured routines,...
Conscientiousness
Conscientious individuals tend to be organized, responsible, and disciplined. They prioritize completing tasks and following structured routines,...
41
Stress Prevention and Stress Management Techniques V
27
A social support system is a structured network of personal relationships that provides assistance to individuals facing various challenges, offering a buffer against psychological and physical stressors. This network may consist of family members, friends, neighbors, colleagues, or other community members who provide resources and companionship. Social support can take many forms, including advice, emotional comfort, practical help, and companionship. Research indicates that these networks can...
27
Humanistic Therapy
37
Humanistic therapies emphasize personal growth, self-understanding, and the fulfillment of human potential. Rooted in the belief that individuals inherently strive toward self-actualization, these approaches encourage clients to explore their feelings and experiences in a supportive, nonjudgmental environment. Humanistic therapies differ from psychodynamic approaches by focusing on conscious experiences, present circumstances, and the potential for self-improvement rather than past conflicts...
37
Psychological Responses to Stress
47
Psychological responses to stress encompass the various cognitive and emotional reactions individuals experience when faced with challenging or threatening situations, such as a job loss. Prolonged exposure to stressors can disturb emotional balance, increasing negative emotions (e.g., anxiety and sadness) and diminishing positive emotions (e.g., joy and satisfaction). These persistent emotional shifts are associated with an increased risk of both physical illness and mental health issues, such...
47


