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Published on: April 21, 2017
Comparing Step-Counting Algorithms for High-Resolution Wrist Accelerometry Data in Older Adults in the ARIC Study.
Sunan Gao1, Xinkai Zhou2, Lily Koffman2
1Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA.
Five open-source step-counting algorithms show high correlation in older adults. While total steps vary, standardized results link similarly to health outcomes, emphasizing algorithm choice for clinical use.
Area of Science:
- Gerontology
- Biomedical Engineering
- Public Health
Background:
- Wrist accelerometry is key for physical activity research.
- Open-source algorithms exist for step counting, but comparisons are needed for older adults.
Purpose of the Study:
- To compare five open-source step-counting algorithms using wrist accelerometry data.
- To provide recommendations for algorithm use in older adults.
Main Methods:
- 1,282 participants (mean age 83.4) wore ActiGraph GT9X devices for 7 days.
- Five algorithms (ADEPT, Oak, SDT, Verisense, Stepcount) were applied to 80-Hz triaxial accelerometry data.
- Step count distributions and associations with health outcomes were analyzed.
Main Results:
- Mean daily step counts varied significantly across algorithms (988-23,607 steps).
- All algorithms showed strong correlations (r=0.52-0.96) and similar associations with health outcomes after z-scoring.
- Step counts declined with age (119.0-142.8 steps/year).
Conclusions:
- Step-counting algorithms are highly correlated and show similar health associations post-standardization.
- The wide variation in raw step counts necessitates careful algorithm selection for older adults.
- Algorithm choice impacts interpretation for health monitoring and clinical applications.
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