可扩展精确精神病学与心理压力的客观测量:前性的现实世界的研究
Helena Wang1, Norman Farb2,3, Bechara Saab1
1Research Division, Mobio Interactive Pte Ltd, Singapore, Singapore.
Journal of medical Internet research
|July 7, 2025
概括
客观压力测量改善了人工智能驱动的治疗建议,超过了精确精神病学的主观评估. 这种可扩展的方法通过将个人与有效的心理治疗课程相匹配来提高心理健康.
科学领域:
- 数字精神病学数字精神病学
- 人工智能在心理健康中的作用
- 生物识别数据分析
背景情况:
- 对心理健康的客观评估对于推进精准精神病学至关重要.
- 当前的主观测量可能缺乏对公正的治疗建议所需的忠实性.
研究的目的:
- 以客观心理压力数据与主观评估进行训练的精密精神病学治疗推算法的有效性进行比较.
- 评估客观数据是否能提高预测有效治疗会话的准确性.
主要方法:
- 训练了一种治疗推算法,使用67个"超级用户"在28个以上的心理治疗课程中的数据.
- 从面部生物标志物和主观生态瞬间评估 (EMA) 中利用的客观压力水平 (OSL) 对压力 (SRS) 和情绪 (SRM).
- 在delta OSL,delta SRS和delta SRM上训练的算法预测与自我选择的治疗疗效相比较.
主要成果:
- 客观压力测量 (∆OSL) 与主观测量 (∆SRS, ∆SRM) 相比,显示出差异化的治疗疗效.
- 使用客观数据进行算法训练 (∆OSL) 显著提高了比自选治疗更有效的预测效率 (P<.01).
- 主观的EMA培训显示不显著的趋势,自我选择的会议在建议中过度代表.
结论:
- 快速,可扩展,客观地测量心理压力,结合推算法,可以自主识别有效的治疗方法.
- 客观的心理健康数据具有提高精确精神病学和满足全球心理健康需求的巨大潜力.
相关概念视频
Psychological Responses to Stress
97
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...
97
Psychology as a Science
1.0K
Psychology, as a scientific discipline, aims to understand the mind and behavior through rigorous and systematic methods. The foundation of psychological research is evidence-based, relying heavily on the scientific method to derive and validate knowledge. This structured approach ensures that findings are reliable, valid, and applicable to broader contexts.
The scientific method in psychology involves six critical steps: making observations, formulating hypotheses, conducting tests, analyzing...
The scientific method in psychology involves six critical steps: making observations, formulating hypotheses, conducting tests, analyzing...
1.0K


