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Updated: Aug 9, 2026

Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
Nocturnal interactions between community elders and caregivers, as measured by cross-correlation of their motor
C P Pollak1, P E Stokes, D R Wagner
1Department of Neurology, Ohio State University, Columbus 43210, USA.
Abstract:
As the U.S. population ages, families must assume increasing responsibility for the care of elderly members. Disruptive nocturnal behaviors (DNBs) of elders, such as complaining and demanding help, may result in interactions with caregivers that threaten such arrangements. This study aimed to quantify such interactions by cross-correlating motor activity that was simultaneously recorded from the elders and caregivers. Forty-four elder-caregiver pairs reporting DNBs simultaneously kept sleep logs and wore activity recorders for 6 to 8 days. Day and night activity data were analyzed separately, because circadian variations would otherwise have overshadowed the elder-caregiver covariations of interest. An autoregressive model was fitted to each day and night data segment, and the data-model differences were used to calculate a cross-correlation function. Maximum significant values of the cross-correlation functions (rmax) exceeded .300 in 10 pairs of subjects. The unprocessed motor activity of these pairs looked so similar that rmax was interpreted as a measure of the subjects' interactions. The rmax was significantly larger for nighttime activity, especially in pairs who shared the same bed. It was smaller in pairs whose elders had high depression scores and in those with Parkinson's disease or related disorders. It was not affected by the presence of dementia. Analysis of the lags corresponding to significant values of rmax showed that, in cohabiting pairs, it was mainly the elders who initiated interactions. The findings provide unique, objective evidence that the night is a time of special difficulty for many caregivers of older Americans.

