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Université Laval, School of Psychology, Quebec City, QC, Canada, NeuroGenis Inc., Toronto, ON, Canada
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EEG foundation models can mislead clinical interpretations, as dataset identity can be decoded with near-perfect accuracy while clinical tasks often yield subpar results.