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Smart bra-based ECG and sEMG system for physiological stress detection during oral exams via machine learning classification | Synapse
March 3, 2026
Smart bra-based ECG and sEMG system for physiological stress detection during oral exams via machine learning classification
MN
Mohamed Naeem
Suez University
SF
Sahar Fawzi
Suez University
HA
Hamed Anwar
Suez University
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Key Points
The smart bra-based system effectively detects physiological stress during oral exams, enhancing assessment accuracy.
Key evidence shows a notable classification accuracy of over 85% in identifying stress levels in students during evaluations.
Analysis of electrocardiogram (ECG) and surface electromyography (sEMG) signals demonstrates the system's capability in real-time stress monitoring.
Highlights the need for further validation in broader settings to confirm applicability and usability in diverse environments.
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Cite This Study
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Naeem et al. (Sat,) studied this question.
synapsesocial.com/papers/69a76108c6e9836116a2e8da
https://doi.org/https://doi.org/10.1007/s12652-025-05035-6