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Raw and Count Data Comparability of Hip-Worn ActiGraph GT3X+ and Link Accelerometers
Alexander H K Montoye1,1, M Benjamin Nelson1, Joshua M Bock1
1Integrative Physiology and Health Science Department, Alma College, Alma, MI.
Medicine and Science in Sports and Exercise
|December 29, 2017
Summary
Accelerometer count data show higher comparability between ActiGraph GT3X+ and Link models than raw data. Further development of raw data models is recommended for improved inter-device comparisons in physical activity research.
Area of Science:
- Physical Activity Measurement
- Biomedical Engineering
- Wearable Technology
Background:
- Ensuring comparability between accelerometer models is crucial for accurate inter- and intrastudy comparisons in physical activity research.
- ActiGraph accelerometers are widely used, but differences between models like the GT3X+ and GT9X Link require investigation.
Purpose of the Study:
- To compare the comparability of raw and count data between hip-worn ActiGraph GT3X+ and GT9X Link accelerometers.
- To evaluate the performance of different data processing methods (raw vs. count data) for physical activity intensity classification.
Main Methods:
- Adults (n=26) wore ActiGraph GT3X+ and Link accelerometers during a 80-min protocol with varied activities.
- Raw accelerometer data (60 Hz) and derived activity counts were analyzed in 30-s epochs.
- Machine learning (Montoye 2015) and regression models (Freedson 1998, 2011) were used to predict energy expenditure (METs) and classify activity intensity.
Main Results:
- Count data demonstrated higher correlations (e.g., VM: 1.00 ± 0.00) between accelerometers compared to raw data (e.g., VM: 0.80 ± 0.28).
- Freedson count-based models showed significantly higher percent agreement (95.1%-95.5%) for activity intensity classification than the Montoye raw data model (61.5%).
Conclusions:
- Accelerometer count data exhibit superior comparability between the ActiGraph GT3X+ and Link models.
- Improvements in raw data processing, such as data filtering or enhanced models, are necessary to achieve better comparability between these accelerometer devices.
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