通过因果推理来完善疲劳和抑郁的全静态自我效能理论
Alexander J Hess1, Dina von Werder1,2,3, Olivia K Harrison1,4
1Translational Neuromodeling Unit, Institute for Biomedical Engineering, University of Zurich and ETH Zurich, 8032 Zurich, Switzerland.
Entropy (Basel, Switzerland)
|January 8, 2025
概括
这项研究使用因果推理正式化了全静态自我有效性 (ASE) 理论,证实了它对疲劳和抑郁症的预测,同时建议对未来的经验测试进行修订.
科学领域:
- 计算精神病学是一种计算精神病学.
- 神经科学是一个神经科学.
- 心理学 心理学 心理学
背景情况:
- 全静态自我效能 (ASE) 理论提出,疲劳源于对身体控制的感知丧失,抑郁源于普遍的低自我效能.
- 现有的ASE理论缺乏实证测试的正式因果结构.
研究的目的:
- 将ASE理论转换为结构因果模型 (SCM),用于经验验证.
- 使用问卷数据测试来自ASE SCM的特定因果假设.
- 根据经验发现,改进ASE SCM.
主要方法:
- 基于ASE理论的结构因果模型 (SCM) 的开发.
- 条件独立性测试对健康志愿者的问卷数据的应用.
- 使用三种不同的统计方法估计因果关系.
主要成果:
- 确定了最初的ASE SCM和收集的数据之间的不一致性,导致更新的SCM.
- 在所有估计方法中证实了全静态控制对疲劳的元认知的负因果作用.
- 验证了ASE理论的关键预测,同时突出了需要修订的领域.
结论:
- 这项研究成功地使用因果推理正式化了ASE理论,提供了可测试的假设.
- 结果支持ASE理论关于疲劳和自我效能的核心原则,但需要改进模型.
- 为未来的经验验证和疲劳和抑郁研究的进步,提出了更新的ASE SCM.
相关概念视频
Self-Presentation: Self-Monitoring and Self-Handicapping
38.8K
People can go to great lengths to protect their self-image and present themselves in ways that they want others to see them. Sociologist Erving Goffman presented the idea that a person is like an actor on a stage. Calling his theory dramaturgy, Goffman believed that we use “impression management” to present ourselves to others as we hope to be perceived. Each situation is a new scene, and individuals perform different roles depending on who is present (Goffman, 1959). Think about...
38.8K
Lazarus's Cognitive Appraisal Theory
152
Cognitive psychologist Richard Lazarus proposed the cognitive-mediational theory of emotions, which emphasizes how individuals' assessments of stressors significantly affect their experience of stress. According to Lazarus, the stress response is determined by a two-step appraisal process: primary appraisal and secondary appraisal. These cognitive appraisals help individuals evaluate the potential impact of a stressor and determine the adequacy of their coping resources.
Primary Appraisal:...
Primary Appraisal:...
152
Cognitive Therapy
143
Cognitive therapy, pioneered by Aaron T. Beck in the 1960s, is a structured approach to addressing psychological distress by focusing on the influence of thoughts on emotions and behaviors. All cognitive therapies involve the basic assumption that human beings have control over their feelings, and that how individuals feel about something depends on how they think about it. Unlike psychoanalytic methods that delve into unconscious processes or humanistic approaches emphasizing...
143
Depressive Disorders: Etiology
42
Depressive disorders result from a complex interplay of biological, psychological, and sociocultural factors, each contributing uniquely to the development and persistence of the condition. Understanding these factors provides critical insight into the multifaceted nature of depression.
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
42
Fundamental Attribution Error
12.8K
According to some social psychologists, people tend to overemphasize internal factors as explanations—or attributions—for the behavior of other people. They tend to assume that the behavior of another person is a trait of that person, and to underestimate the power of the situation on the behavior of others. They tend to fail to recognize when the behavior of another is due to situational variables, and thus to the person’s state. This erroneous assumption is...
12.8K
Criteria for Causality: Bradford Hill Criteria - II
196
The Bradford Hill criteria serve as guidelines for establishing causative links in epidemiological research. Beyond Strength, Consistency, Specificity, and Temporality, key criteria also include Biological Gradient, Plausibility, Coherence, Experiment, and Analogy. These principles assist scientists in assessing the likelihood of causation in complex biological contexts. Below is a summary of these concepts:
196


