语音作为压力的客观生物标志物:语音特征与皮质醇的关联
Felix Menne1, Hali Lindsay1, Johannes Tröger1
1ki:elements GmbH, Saarbrücken, Germany.
Acta neuropsychiatrica
|September 3, 2025
概括
语音分析提供了一种非侵入性方法来检测压力. 这项研究发现特定的语言特征与压力生物标志物如皮质醇和愤怒相关,
科学领域:
- 心理生理学
- 声学分析
- 生物标志物研究
背景情况:
- 皮质醇是主要的压力生物标志物,
- 语言模式受生理压力影响, 这为非侵入性,实时压力检测提供了有希望的途径.
研究的目的:
- 调查声学语音特征,状态愤怒和唾液皮质醇水平之间的关系.
- 评估语音分析作为一种非侵入性压力评估工具的实用性.
主要方法:
- 参与者 (N=82) 接受了冷水应力测试 (SECPT) 或对照条件.
- 在干预前和后收集唾液样本,语音记录和愤怒评分 (STAXI).
- 分析了声学特征,统计方法包括相关性,线性混合模型和机器学习.
主要成果:
- 干预后冷水组的皮质醇和状态愤怒显著增加.
- 与压力和皮质醇水平相关的特定语音特征 (例如,阿尔法比率下降,MFCC3增加) 呈现出性别特异的模式.
- 机器学习模型在预测压力组和估计皮质醇和愤怒得分方面表现出适度的准确性.
结论:
- 语言特征与生理压力标志物 (皮质醇) 和心理状态 (愤怒) 有显著的关联.
- 声部生物标志物提供一种潜在的非侵入性方法来评估应激反应.
- 声音压力生物标志物的性别差异需要进一步研究.
相关概念视频
Physiological Foundation of Stress
157
Stress triggers a coordinated physiological response involving the sympathetic nervous system (SNS) and the hypothalamic-pituitary-adrenal (HPA) axis. This dual activation ensures that the body is prepared for both immediate and prolonged stress management. The process begins with the perception of a stressor. This initial phase activates the SNS, leading to the rapid release of adrenaline (epinephrine) from the adrenal glands.
Role of the Sympathetic Nervous System
Adrenaline triggers the...
Role of the Sympathetic Nervous System
Adrenaline triggers the...
157
Introduction to Stress and Lifestyle
177
Stress is a multifaceted response to events perceived as challenging or threatening, highlighting physical, emotional, cognitive, and behavioral reactions. Physically, stress can lead to fatigue, sleep disruptions, and various health issues such as frequent colds, chest pains, and nausea. Emotionally, it can manifest as anxiety, depression, irritability, and anger triggered by both minor and major life events. Cognitively, it may result in difficulty in concentration, memory, and...
177
Hypothalamic-Pituitary Axis
61.6K
The response to stress—be it physical or psychological, acute or chronic—involves activation of the Hypothalamic-Pituitary-Adrenal (HPA) axis. The HPA axis is part of the neuroendocrine system because it involves both neuronal and hormonal communication. Its function is to regulate homeostatic systems—metabolic, cardiovascular, and immune—providing the necessary means to respond to a stressor.
61.6K
Psychological Responses to Stress
98
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...
98
Components of Stress
275
Stress analysis under multiple loading conditions is intricate, necessitating a comprehensive grasp of normal and shearing stresses. Consider a small cube at point O, subjected to stress on all six faces, visible or not. Normal stress components σx, σy, σz act perpendicularly to the x, y, and z axes. Shearing stress components τxy and τxz are exerted on faces perpendicular to these axes.
Interestingly, the hidden cube faces also experience these stresses, equal and...
Interestingly, the hidden cube faces also experience these stresses, equal and...
275
Stress Response System
198
The stress response system, also known as the fight-or-flight response, is the body's automatic physiological reaction to perceived threats. Hans Selye introduced the concept of General Adaptation Syndrome (GAS) to describe the predictable pattern of changes that occur in response to stress. GAS consists of three sequential stages: alarm, resistance, and exhaustion. This model helps explain how chronic stress can contribute to health problems.
Alarm stage
In the alarm stage, the body's...
Alarm stage
In the alarm stage, the body's...
198


