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情绪障碍严重程度和亚型分类使用多模式深度神经网络模型

Joo Hun Yoo1,2, Harim Jeong2,3, Ji Hyun An4

  • 1Department of Artificial Intelligence, Sungkyunkwan University, Suwon 16419, Republic of Korea.

Sensors (Basel, Switzerland)
|January 26, 2024
PubMed
概括

本研究介绍了使用心率变化 (HRV) 数据的深度学习算法,以分类情绪障碍的亚型和严重程度. 这种新的方法显著提高了主要抑郁症,焦虑症和双相情感障碍的诊断准确度.

关键词:
焦虑症 焦虑症 焦虑症生物标志物生物标志物双相情感障碍是双相情感障碍的一种疾病.心率变化的心率变化.大型抑郁症主要是抑郁症.情绪障碍是一种情绪障碍.多式联运分析多式联运分析

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Bipolar disorder is a chronic mental health condition marked by significant mood fluctuations, including episodes of mania and depression. Elevated energy levels, heightened mood or irritability, impulsive behavior, reduced sleep needs, rapid speech, racing thoughts, inflated self-esteem, and distractibility characterize mania. Individuals with bipolar disorder often alternate between depressive and manic states, with periods of emotional stability lasting an average of six months to a year.
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