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Updated: May 12, 2026

Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder
05:19

Closed-Loop Neurostimulation for Biomarker-Driven, Personalized Treatment of Major Depressive Disorder

Published on: July 7, 2023

Machine learning-based differentiation of major depressive disorder and bipolar disorder using entropy-derived EEG

Hyeon-Ho Hwang, Kang-Min Choi, Hyeon-Ah Lee

    CNS Spectrums
    |May 11, 2026
    PubMed
    Abstract

    No abstract available in PubMed .

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    Bipolar Disorder01:30

    Bipolar Disorder

    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.
    Depressive Disorders: Etiology01:27

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