从数据到护理:为大学生提供心理健康支持的推引擎的开发,与阶段性护理保持一致
Pedro Velmovitsky1,2, Charles Keown-Stoneman3,4, Kaylen Pfisterer1,5
1Centre for Digital Therapeutics, Toronto General Hospital Research Institute, University Health Network, Toronto General Hospital/R. Fraser Elliot Building, 4th Floor190 Elizabeth St, Toronto, CA.
Journal of medical Internet research
|August 6, 2025
概括
加拿大大学生面临高率的未经治疗的焦虑和抑郁症. 新的预测模型和推引擎旨在改善早期检测和获得心理健康支持.
科学领域:
- 高等教育 心理健康 心理健康
- 数字健康干预措施 数字健康干预措施
- 预测分析在医疗保健中的应用
背景情况:
- 加拿大高等教育学生中未经治疗的抑郁症和焦虑症的患病率.
- U-Flourish纵向研究收集了学生心理健康和支持获取的数据.
- 护理障碍包括早期检测减少和耻辱感.
研究的目的:
- 开发基于证据的学生心理健康风险预测模型.
- 为心理健康支持创建个性化的推引擎.
- 使用U-Flourish数据进行量身定制的干预.
主要方法:
- 综合临床定义规则和机器学习 (ML) 模型.
- 机器学习模型使用XGBoost算法,以70:30分列车测试分割和10倍交叉验证.
- 包括临床因素,家族史,早期逆境和压力指标.
主要成果:
- 27.5%的学生在入学时发现有临床显著的焦虑/抑郁症.
- ML模型在预测未来的焦虑和抑郁方面实现了>90%的灵敏度.
- 简化查 (PHQ-2,GAD-2) 保持了高灵敏度;儿童创伤被确定为关键因素.
结论:
- 双重方法模型合理化支持并促进有针对性的早期干预.
- 提高大学心理健康服务能力的潜力.
- 未来的工作包括数据集丰富,验证和实施研究.
相关概念视频
Community Based Intervention
94
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...
94
Self-Help Support Groups
76
Self-help support groups are voluntary, community-based organizations that provide a platform for individuals with shared concerns to exchange support, insights, and practical strategies for coping with life challenges. Typically led by group members or paraprofessionals, these groups form a cornerstone of mental health care, especially in reaching populations that are underserved by traditional healthcare systems.
Accessibility and Cost-Effectiveness
One of the primary strengths of self-help...
Accessibility and Cost-Effectiveness
One of the primary strengths of self-help...
76
Treatment Strategies for Psychological Disorders
271
Treatment approaches for psychological disorders fall into three main categories: psychological, biological, and sociocultural. Each approach targets different aspects of mental health, requiring varying levels of education and training.
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
271
Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis
1.7K
The nursing process provides a clinical decision-making framework for patients and families to establish and implement a personalized care plan. Since part of the nurse's duties is to teach patients, the steps of the nursing process are the most effective way to approach instruction. The nursing process and the teaching-learning process are inextricably linked.
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
1.7K
Stress Prevention and Stress Management Techniques VI
65
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...
65
Specialized Care Centers and Settings-I
1.0K
Specialized care settings or centers are situated in convenient locations within the community and offer care to a specific group or population. They consist of daycare facilities, mental health facilities, rural health facilities, educational institutions, industries, shelters for the homeless, and rehabilitation facilities.
Daycare centers
They provide several functions. Some facilities care for healthy newborns and children whose parents work, while others are medically focused and care for...
Daycare centers
They provide several functions. Some facilities care for healthy newborns and children whose parents work, while others are medically focused and care for...
1.0K


