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While machine learning and deep learning applied to EEG signals show significant promise for automated dementia prediction, current research is hindered by methodological limitations such as small dataset sizes, data leakage, and inconsistent preprocessing protocols that limit clinical adoption. Novelty: ClaimNovelty.SYNTHESIS. Consensus alignment: ConsensusAlignment.NEUTRAL.

Machine Learning and Deep Learning for EEG-Based Dementia Prediction: A Comprehensive Survey

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