Title Detection of walk tests in free-living activities using a wrist-worn device /
Authors Sokas, Daivaras ; Paliakaitė, Birutė ; Rapalis, Andrius ; Marozas, Vaidotas ; Bailón, Raquel ; Petrėnas, Andrius
DOI 10.3389/fphys.2021.706545
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Is Part of Frontiers in physiology.. Lausanne : Frontiers Media S.A.. 2021, vol. 12, art. no. 706545, p. 1-13.. ISSN 1664-042X
Keywords [eng] 6-min walk test ; functional capacity ; functional performance ; functional status ; physical activity ; fitness tracker ; wearable device ; fitbit
Abstract [eng] Exercise testing to assess the response to physical rehabilitation or lifestyle interventions is administered in clinics thus at best can be repeated only few times a year. This study explores a novel approach to collecting information on functional performance through walk tests, e.g., a 6-min walk test (6MWT), unintentionally performed in free-living activities. Walk tests are detected in step data provided by a wrist-worn device. Only those events of minute-to-minute variation in walking cadence, which is equal or lower than the empirically determined maximal SD (e.g., 5-steps), are considered as walk test candidates. Out of detected walk tests within the non-overlapping sliding time interval (e.g., 1-week), the one with the largest number of steps is chosen as the most representative. This approach is studied on a cohort of 99 subjects, assigned to the groups of patients with cardiovascular disease (CVD) and healthy subjects below and over 40-years-old, who were asked to wear the device while maintaining their usual physical activity regimen. The total wear time was 8,864 subject-days after excluding the intervals of occasionally discontinued monitoring. About 82% (23/28) of patients with CVD and 88% (21/24) of healthy subjects over 40-years-old had at least a single 6MWT over the 1st month of monitoring. About 52% of patients with CVD (12/23) and 91% (19/21) of healthy subjects over 40-years-old exceeded 500 m. Patients with CVD, on average, walked 46 m shorter 6MWT distance (p = 0.04) compared to healthy subjects. Unintentional walk testing is feasible and could be valuable for repeated assessment of functional performance outside the clinical setting.
Published Lausanne : Frontiers Media S.A
Type Journal article
Language English
Publication date 2021
CC license CC license description