在临床研究中使用生态瞬间评估在瞬间水平上检查失踪:对自杀研究的影响
Ross Jacobucci1, Brooke A Ammerman1, Kenneth McClure1
1Department of Psychology, University of Notre Dame, Notre Dame, Indiana, USA.
Journal of clinical psychology
|June 29, 2024
概括
生态瞬间评估 (EMA) 合规性是心理健康研究的关键. 研究层面的因素,比如自上次提示以来的时间,比个人心理因素更能显著预测完成.
科学领域:
- 临床心理学 临床心理学
- 精神病学研究 精神病学研究
- 行为科学 行为科学
背景情况:
- 生态瞬间评估 (EMA) 越来越多地用于临床和自杀研究.
- 虽然EMA捕捉了动态的个人内部流程,但参与者负担可能导致合规性较低.
- 了解影响快速完成的因素对于优化EMA研究至关重要.
研究的目的:
- 在EMA研究中,确定研究水平和心理预测快速完成的预测因素.
- 确定包括自杀念头 (SI) 在内的变量的预测有效性.
- 探索适应性评估计划的潜力,以提高合规性.
主要方法:
- 来自三个EMA研究的综合数据 (N=103,10656个提示,7144个完成).
- 利用多层次模型和机器学习来预测提示到提示的完成.
- 分析了研究水平和心理变量对合规性的影响.
主要成果:
- 自上一次提示后的几个小时和研究中的时间是提示到提示完成的最强有力的预测因素.
- 心理变量,包括特征级自杀意念 (SI),对预测影响最小.
- 在解释合规率方面,研究层面的特征是重要的.
结论:
- 在预测EMA快速完成方面,研究层面的因素比心理变量更有影响.
- 调查结果表明,有机会制定适应性EMA时间表,以改善参与者合规.
- 优化合规对于EMA在心理健康研究中的有效性和效率至关重要.
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