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Accelerometer-based heart rate adjustment for ambulatory stress research.
Sjors R B van de Ven1, Martin J Gevonden1, Matthijs L Noordzij2
1Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.
This study introduces additional heart rate (aHR) to better measure mental stress by correcting for physical activity. The novel aHR method shows promise for distinguishing stress types in real-world settings.
Area of Science:
- Physiology
- Psychophysiology
- Biomedical Engineering
Background:
- Heart rate (HR) monitoring for mental stress detection is challenging due to physical activity interference.
- Additional heart rate (aHR) aims to isolate psychosocial stress by correcting HR for hemodynamic and metabolic demands.
Purpose of the Study:
- To evaluate if incorporating posture, activity type, and lagged movement intensity improves aHR estimation.
- To assess aHR's sensitivity to mental stress, posture, and physical activity manipulations in a controlled setting.
Main Methods:
- Utilized accelerometer data to determine movement intensity, posture, and activity type in 197 participants.
- Developed and tested an enhanced aHR model incorporating physical activity predictors.
- Compared aHR performance against observed HR in differentiating stressor types.
Main Results:
- Posture, activity type, and lagged movement intensity significantly improved HR estimation accuracy.
- aHR generally underestimated reactivity but captured individual differences in response to mental stressors.
- aHR demonstrated a limited but superior ability compared to observed HR in differentiating physical versus mental stress.
Conclusions:
- The novel aHR estimation method shows potential for more accurate mental stress assessment in naturalistic environments.
- Future research should validate aHR in daily life and explore its predictive health outcomes.
- Refining aHR may improve the differentiation between physical and mental physiological demands.
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