自动声学语音选技术用于共患抑郁症和焦虑症
Mary Pietrowicz1,2, Kaci Cunningham3, Dylan J Thompson4
1National Center for Supercomputing Applications, University of Illinois, Urbana-Champaign, Illinois 61801, USA.
JASA express letters
|February 4, 2025
概括
自动语音分析可以帮助检测并发性焦虑和抑郁症. 这项研究提出了声学模型,在识别这些疾病时达到83%的准确性,改善了诊断率.
科学领域:
- 精神病学和心理健康 精神病学和心理健康
- 计算语言学 计算语言学
- 语音科学 语言科学
背景情况:
- 焦虑障碍 (AD) 和主要抑郁障碍 (MDD) 越来越普遍,由于各种障碍,诊断不足显著.
- 现有的诊断方法面临挑战,需要创新的工具来改进查.
- 伴随性AD/MDD呈现出独特的诊断困难,原因是相反的症状.
研究的目的:
- 开发和评估用于检测并发性AD/MDD的声学模型.
- 为了提高诊断准确性,利用口头流利性测试的自动语音分析.
- 解决对心理健康状况的可访问和有效查工具的需求.
主要方法:
- 利用了从口头流利测试中获得的声学和语音数据.
- 开发了用于自动分析语音特征的机器学习模型.
- 经过培训和验证的模型,以辨别伴随性AD/MDD的存在.
主要成果:
- 开发的声学模型在识别并发性AD/MDD时表现出有效性.
- 表现最好的车型获得了0.83.3的F1得分.
- 语音分析显示出作为心理健康查工具的前景.
结论:
- 自动声学语音分析是一种可行的方法来检测并发性AD/MDD.
- 这项技术可以帮助克服诊断障碍,提高查率.
- 进一步的研究可以完善这些模型,使其具有更广泛的临床应用.
相关概念视频
01:18Anxiety: Overview
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Anxiety is a common mental disorder featuring excessive worry, fear, and apprehension, significantly affecting daily life. People with anxiety disorders experience persistent and intense anxiety, interrupting their everyday functioning.
Individuals with anxiety often experience a range of physical and emotional symptoms, including sweating, trembling, tachycardia, and disturbances in sleep patterns. These symptoms vary in intensity and frequency but are generally disruptive and distressing.
Individuals with anxiety often experience a range of physical and emotional symptoms, including sweating, trembling, tachycardia, and disturbances in sleep patterns. These symptoms vary in intensity and frequency but are generally disruptive and distressing.
239
01:19Autism Spectrum Disorder
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Autism spectrum disorder (ASD) is a neurodevelopmental condition marked by persistent deficits in social communication and interaction alongside restrictive and repetitive behaviors or interests. ASD is sometimes accompanied by intellectual impairment.
These core symptoms manifest differently among individuals, ranging from mild to severe. The disorder's complexity extends beyond its clinical presentation, encompassing a diverse range of biological, cognitive, and sociocultural influences.
These core symptoms manifest differently among individuals, ranging from mild to severe. The disorder's complexity extends beyond its clinical presentation, encompassing a diverse range of biological, cognitive, and sociocultural influences.
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