A data-centric and interpretable EEG framework for depression severity grading using SHAP-based insights

Abstract Background Major Depressive Disorder is a leading cause of disability worldwide. An accurate assessment of depression severity is critical for diagnosis, treatment planning, and monitoring, yet current clinical tools are largely subjective, relying on self-report and clinician judgment via...

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Bibliographic Details
Main Authors: Anruo Shen, Jingnan Sun, Xiaogang Chen, Xiaorong Gao
Format: Article
Language:English
Published: BMC 2025-05-01
Series:Journal of NeuroEngineering and Rehabilitation
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Online Access:https://doi.org/10.1186/s12984-025-01645-5
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