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