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Accelerometry data in health research: challenges and opportunities: review and examples
Wearable accelerometers provide detailed, objective, and continuous measurements of
physical activity (PA). Recent advances in technology and the decreasing cost of wearable …
physical activity (PA). Recent advances in technology and the decreasing cost of wearable …
Analysis of hearing loss and physical activity among US adults aged 60-69 years
Importance Hearing loss may be a modifiable factor associated with decreased physical
activity in older adults. Objective To examine the association of hearing loss with objectively …
activity in older adults. Objective To examine the association of hearing loss with objectively …
Active-to-sedentary behavior transitions, fatigability, and physical functioning in older adults
Background With aging, daily physical activity (PA) becomes less frequent and more
fragmented. Accumulation patterns of daily PA—including transitions from active-to …
fragmented. Accumulation patterns of daily PA—including transitions from active-to …
Organizing and analyzing the activity data in NHANES
The NHANES study contains objectively measured physical activity data collected using hip-
worn accelerometers from multiple cohorts. However, using the accelerometry data has …
worn accelerometers from multiple cohorts. However, using the accelerometry data has …
Upper limb movements as digital biomarkers in people with ALS
Background Objective evaluation of people with amyotrophic lateral sclerosis (PALS) in free-
living settings is challenging. The introduction of portable digital devices, such as wearables …
living settings is challenging. The introduction of portable digital devices, such as wearables …
Quantifying the predictive performance of objectively measured physical activity on mortality in the UK Biobank
Background Objective measures of physical activity (PA) derived from wrist-worn
accelerometers are compared with traditional risk factors in terms of mortality prediction …
accelerometers are compared with traditional risk factors in terms of mortality prediction …
Fast multilevel functional principal component analysis
We introduce fast multilevel functional principal component analysis (fast MFPCA), which
scales up to high dimensional functional data measured at multiple visits. The new approach …
scales up to high dimensional functional data measured at multiple visits. The new approach …
Additive functional Cox model
We propose the additive functional Cox model to flexibly quantify the association between
functional covariates and time to event data. The model extends the linear functional …
functional covariates and time to event data. The model extends the linear functional …
Joint and individual representation of domains of physical activity, sleep, and circadian rhythmicity
Developments in wearable technology have enabled researchers to continuously and
objectively monitor various aspects and physiological domains of real life including levels of …
objectively monitor various aspects and physiological domains of real life including levels of …
Actigraphy-estimated physical activity is associated with functional and structural brain connectivity among older adults
Higher physical activity levels are associated with reduced cognitive decline among older
adults; however, current understanding of underlying brain mechanisms is limited. This …
adults; however, current understanding of underlying brain mechanisms is limited. This …