fNIRS data and participant-independent ML models were used to estimate cognitive effort via relative neural efficiency and involvement, showing segment differences and close match between predicted and actual performance-derived effort.
2025.Python GUI Tool for Fixed-Time Automatic Keyboard Marker Sending in fNIRS Experiments (Alternative to PsychoPy)
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Beyond Cognitive Load: AI-Based Estimation of Cognitive Effort Using Brain Signals During Digital Tasks
fNIRS data and participant-independent ML models were used to estimate cognitive effort via relative neural efficiency and involvement, showing segment differences and close match between predicted and actual performance-derived effort.