Oleksandr Solovei (5)

Oleksandr Solovei

GDPR Compliance in Digital Stress Research

Abstract The General Data Protection Regulation (GDPR) presents both challenges and opportunities for digital health research. This article examines GDPR compliance considerations in the context of web-based cognitive stress testing synchronized with wearable device data. We present a privacy-first architecture that satisfies GDPR requirements while…

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Oleksandr Solovei

Validation of Consumer Smartwatch Heart Rate for Stress Detection: A Comparison with ECG-Derived HRV

Abstract Heart rate variability (HRV) derived from electrocardiography (ECG) is the established ground truth for physiological stress assessment, yet ECG requires skin-contact electrodes that limit ecological validity and participant comfort. Consumer smartwatches equipped with photoplethysmography (PPG) sensors offer a non-invasive alternative, providing continuous heart rate…

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Oleksandr Solovei

Deriving Pseudo-HRV Features from Intermittent Heart Rate Samples: Bridging the Gap Between Smartwatches and Clinical ECG

Abstract Heart rate variability (HRV) is a well-established biomarker for autonomic nervous system activity, stress, and emotional regulation. Clinical HRV analysis requires continuous electrocardiogram (ECG) recordings with beat-to-beat (R-R interval) precision—a requirement that off-the-shelf smartwatches fundamentally cannot meet. Consumer wearables such as Garmin devices provide…

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