A Pocket Laboratory for Functional Neuroimaging Research Using Mobile Visual Oddball, Multimodal
Peter Rokowski1, Meltem Izzetoglu1, Luis Gomero1
1Department of Electrical and Computer Engineering, Villanova University, 800 E. Lancaster Ave, Villanova, PA, 19085, United States, 1 610-519-4500.
JMIR Neurotechnology
|April 17, 2026
Summary
The Wearable Cognitive Assessment and Augmentation Toolkit (WearCAAT) enables mobile neuroimaging, validating its use for cognitive assessment outside the lab. This technology supports ecological validity in brain activity studies.
Area of Science:
- Neuroscience
- Cognitive Science
- Biomedical Engineering
Background:
- Observing brain activity in natural environments is crucial for understanding cognition.
- Wearable neuroimaging (EEG, fNIRS) lacks portable tools for ecologically valid studies.
- Smartphones offer a platform for mobile "pocket laboratories".
Purpose of the Study:
- To validate the Wearable Cognitive Assessment and Augmentation Toolkit (WearCAAT) for functional neuroimaging research.
- To analyze human participant data collected during an NIH-funded study using WearCAAT.
- To demonstrate the platform's utility in multimodal neuroimaging settings.
Main Methods:
- Utilized WearCAAT with healthy college-aged adults (ages 18-30) performing shortened neurocognitive tasks (4 min each).
- Collected multimodal data using research-grade electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) sensors.
- Analyzed behavioral responses and neuroimaging correlates, focusing on the visual oddball task for P300 (EEG) and oxygenated hemoglobin (fNIRS) changes.
Main Results:
- 57 participants (27 male, 30 female) completed the study; 4 excluded due to technical errors.
- Increased mean response times for infrequent stimuli (718 ms) vs. frequent stimuli (542 ms) (P<.001).
- Observed higher P300 amplitudes (EEG) over midline regions and increased oxygenated hemoglobin (fNIRS) over the prefrontal cortex.
Conclusions:
- WearCAAT outcomes for the visual oddball task align with existing literature, demonstrating initial validity.
- The platform shows promise for neurocognitive imaging in mobile, ecologically valid settings.
- This represents a novel approach to dedicated neuroimaging using a mobile "pocket laboratory".


