Alertness assessment by optical stimulation-induced brainwave entrainment through machine learning classification

Abstract Background Alertness plays a crucial role in the completion of important tasks. However, application of existing methods for evaluating alertness is limited due to issues such as high subjectivity, practice effect, susceptibility to interference, and complexity in data collection. Currently...

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Bibliographic Details
Main Authors: Yong Zhou, Yizhou Tan, Shasha Wang, Hanshu Cai, Ying Gu
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BioMedical Engineering OnLine
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Online Access:https://doi.org/10.1186/s12938-025-01422-4
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