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Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment
Published on: December 11, 2015
Physical activity assessment: comparison between movement registration and doubly labeled water method
1Department of Human Biology, Maastricht University, The Netherlands.
Summary
A triaxial accelerometer accurately measures physical activity energy expenditure. This objective method distinguishes activity levels in normal weight, anorexia nervosa, and morbidly obese individuals.
Area of Science:
- Human physiology
- Metabolic research
- Biomedical engineering
Background:
- Accurate assessment of physical activity energy expenditure is crucial for understanding metabolic health.
- Traditional methods can be invasive or lack objectivity in real-world settings.
- The doubly labeled water method provides a gold standard for measuring average daily metabolic rate (ADMR).
Purpose of the Study:
- To evaluate the efficacy of a triaxial accelerometer for assessing physical activity under daily living conditions.
- To correlate accelerometer output with energy expenditure measured by the doubly labeled water method.
- To investigate physical activity levels across different body mass index (BMI) categories.
Main Methods:
- Employed the doubly labeled water method to determine ADMR in 16 men and 14 women.
- Utilized a triaxial accelerometer to register body movement over a 7-day period.
- Measured resting metabolic rate (RMR) in a respiration chamber (sleeping metabolic rate, SMR).
- Extended the study to include individuals with anorexia nervosa and morbid obesity.
Main Results:
- Accelerometer output (AO) significantly explained variations in ADMR after adjusting for SMR (R2 = 0.64).
- Average AO did not differ significantly between normal weight, anorexia nervosa, and morbidly obese groups.
- In anorexia nervosa, AO correlated significantly with BMI, indicating higher activity in those with BMI ≥ 17 kg/m2.
- Morbidly obese individuals showed distinct low and high activity level subgroups based on AO.
Conclusions:
- A triaxial accelerometer is an objective tool for quantifying physical activity energy expenditure.
- This method can effectively differentiate activity levels among individuals with varying BMIs.
- The findings support the use of accelerometers for objective physical activity assessment in diverse populations.

