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Updated: Jan 30, 2026

A Single-Channel and Non-Invasive Wearable Brain-Computer Interface for Industry and Healthcare
Published on: July 7, 2023
Detecting Mental Workload in Surgical Teams Using a Wearable Single-Channel Electroencephalographic Device
José M Morales1, Juan F Ruiz-Rabelo2, Carolina Diaz-Piedra3
1Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain; Department of Computer Architecture and Technology, University of Granada, Granada, Spain.
Electroencephalography (EEG) beta power effectively measures surgeon mental workload during complex surgeries. This objective EEG index shows potential for training and monitoring surgical residents
Area of Science:
- Neurosurgery
- Surgical Education
- Cognitive Load Assessment
Background:
- Mental workload and overload are critical factors in surgical performance and training.
- Objective, non-intrusive measures are needed to quantify cognitive demands in surgical scenarios.
- Electroencephalography (EEG) offers potential for real-time monitoring of surgeons' cognitive states.
Purpose of the Study:
- To evaluate the sensitivity of prefrontal beta power, an EEG-based index, for quantifying surgeon mental workload.
- To assess the utility of this EEG index in real surgical simulation scenarios.
- To explore its application in designing surgical training programs.
Main Methods:
- A within-subjects design with factors including surgical role, procedure complexity (LESS vs. MPS), and suturing technique.
- Monitoring prefrontal EEG beta power using wearable devices in four surgical teams performing simulated surgeries on porcine models.
- Collecting concurrent performance and subjective workload data.
Main Results:
- Significantly higher prefrontal beta power was observed during less-invasive, single-site (LESS) surgery compared to multiport laparoscopic surgery (MPS), indicating increased mental demands.
- Objective performance metrics and perceived task complexity corroborated the EEG findings.
- Subjective ratings differentiated between surgical roles, while EEG did not in all instances.
Conclusions:
- Prefrontal beta power demonstrates potential as an objective, non-intrusive measure of mental overload in surgeons during simulated complex surgeries.
- EEG-based indices can aid in monitoring cognitive states, particularly for surgical residents in training.
- Further research can refine EEG applications for optimizing surgical education and performance assessment.
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