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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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Bibliografiske detaljer
Principais autores: Yong Zhou, Yizhou Tan, Shasha Wang, Hanshu Cai, Ying Gu
Format: Artigo
Sprog:Inglês
Udgivet: BMC 2025-08-01
Serier:BioMedical Engineering OnLine
Fag:
Online adgang:https://doi.org/10.1186/s12938-025-01422-4
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