Cognitive load gating system in motor imagery BCIs: a dual-task EEG study with differential entropy-based reliability estimation.

Front Artif Intell · 2026 · PMC13402445 · PMID 42516593

Europe PMC DOI

hedged sentence

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closest p · 1.6× alpha

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boldest claim

The sentences

did not quite reach significancep = 0.080so close (0.05 < p ≤ 0.1)

showed a trendp = 0.080so close (0.05 < p ≤ 0.1)

Balanced accuracy improved significantly post-gate (+0.031, p = 0.013) and F1 showed a trend in the same direction that did not quite reach significance (+0.033, p = 0.080).

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