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Imputing Accelerometer Nonwear Time When Assessing Moderate to Vigorous Physical Activity in Children
Journal of Physical Activity & Health
|May 31, 2017
Summary
Imputing accelerometer nonwear time in children did not significantly alter moderate to vigorous physical activity (MVPA) estimates or their association with body mass index and blood pressure. Traditional data deletion methods remain reliable with high wear-time compliance.
Area of Science:
- Pediatric physical activity assessment
- Biometric data analysis
- Public health research
Background:
- Accelerometer-based physical activity measurement is limited by nonwear time.
- Nonwear time is typically excluded from analysis, potentially biasing results.
- Novel imputation methods using participant data can address nonwear time.
Purpose of the Study:
- To evaluate the impact of imputing accelerometer nonwear time on moderate to vigorous physical activity (MVPA) estimates in children.
- To determine if nonwear time imputation affects the association between MVPA and health outcomes (BMI, blood pressure).
Main Methods:
- Accelerometer data collected for 7 days from 332 children (10-13 years).
- MVPA estimated using two datasets: one with nonwear time deleted, another with nonwear time imputed using sociodemographic, health, and time data.
- Associations between MVPA, BMI, and blood pressure analyzed in both datasets.
Main Results:
- Nonwear time constituted 7% of waking hours.
- Average MVPA estimates were similar between nonimputed (56.8 min/d) and imputed (58.4 min/d) datasets.
- The strength of associations between MVPA and health outcomes did not differ between the two datasets.
Conclusions:
- Imputing nonwear time does not substantially bias MVPA estimates or their health associations in this pediatric cohort.
- Traditional deletion of nonwear time is acceptable for MVPA estimation when accelerometer wear-time compliance is high.

