A systematic review of EEG-based biomarkers for depression, anxiety, and bipolar disorder: trends in explainable artificial intelligence (XAI) - Summary - MDSpire
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A Comprehensive Review of EEG Biomarkers for Depression, Anxiety, and Bipolar Disorder: Insights into Explainable Artificial Intelligence (XAI) Trends

  • By

  • Lijiang Zhai

  • Min Zhao

  • Jia Zhang

  • Muhammad Jamil

  • Rida Naz

  • Caina Li

  • December 25, 2025

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Objective:

Emphasize the significance of EEG in understanding psychiatric disorders.

Key Findings:
  • Add more detail on the implications of each finding.
Interpretation:

Explicitly mention challenges in clinical validation.

Limitations:
  • Provide more context on the implications of the stated limitations.
Conclusion:

Reiterate the importance of clinical validation in the conclusion.

Original Source(s)

A systematic review of EEG-based biomarkers for depression, anxiety, and bipolar disorder: trends in explainable artificial intelligence (XAI)

  • by Lijiang Zhai, Min Zhao, Jia Zhang, Muhammad Jamil, Rida Naz, Caina Li

  • December 25, 2025

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