关于燃烧和疲劳的可疑前景影响:对交叉滞后面板模型的模拟再分析
Kimmo Sorjonen1, Bo Melin1, Filippa Folke1
1Karolinska Institutet (KI), Solna, Sweden.
Frontiers in psychology
|September 15, 2025
概括
使用交叉滞后面板模型发现的对倦怠和疲劳的大部分潜在影响可能是人为的. 研究人员应该使用互补模型来验证发现,避免夸大因果关系.
科学领域:
- 组织心理学 组织心理学
- 工作心理学 工作心理学
- 健康心理学 心理健康心理学
背景情况:
- 倦怠和疲劳在组织,工作和健康心理学中被广泛研究.
- 交叉滞后的面板模型经常被用来推断对倦怠的潜在影响.
- 以前的研究经常得出结论,需求,不安全感和抑郁症等因素与倦怠的因果关系.
研究的目的:
- 仔细检查之前报告的可能对倦怠和疲劳的影响.
- 调查来自交叉滞后面板模型的发现的潜在人工性质.
- 在倦怠研究中提供强有力的因果推断建议.
主要方法:
- 模拟数据类似于先前评估的研究.
- 将补充模型与经过审查的数据相匹配.
- 分析了23个之前报告的前性影响.
主要成果:
- 之前报告的大多数关于燃烧/疲劳的潜在影响都没有经受过严格审查.
- 大多数影响似乎是人为的,而不是因果的.
- 一个潜在的例外被注意到,但没有完全详细说明.
结论:
- 相关性和交叉滞后面板模型效应不能证明因果关系.
- 研究人员应该谨慎对过度解释发现.
- 建议使用补充模型来证实或质疑因果关系的说法.
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