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Matin Beiramvand

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Open access Sep 2026

Practical flow state detection: Entropy-based EEG classification from portable EEG headbands

This study validates entropy-based biomarkers for flow state detection using two wearable EEG headsets, Muse-S and Emotiv Insight, across 45 participants performing adaptive Tetris gameplay and confirmed that entropy biomarkers are robust across diverse modeling frameworks.

Matin Beiramvand, Reijo Koivula, T. Lipping · 0 citations

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