TY - CHAP
T1 - Older Adults Daily Mobility and Its Connection to DEMMI
AU - Friedrich, Björn
AU - Elgert, Lena
AU - Eckhoff, Daniel
AU - Bauer, Jürgen Martin
AU - Hein, Andreas
PY - 2025
Y1 - 2025
N2 - Mobility is an important dimension of the health of older adults. Usually, their mobility is assessed by standardized geriatric mobility assessments, e.g., the de Morton Mobility Index. Naturally, an assessment has a certain scope and only partially measures the life space mobility. Global Navigation Satellite System sensors can measure parts of the life space mobility like the maximum distance traveled from home. Using the temporal fusion transformer and its built-in explainability on time series Global Navigation Satellite System data collected in a 10-month study with 20 (pre-)frail older adults revealed a predictive relationship between the change of the de Morton Mobility Index item Sit to stand from chair and the maximum traveled distance in one day. While the 80% confidence interval for the feature importance was [85.05%, 86.32%], all other items did not play a role. Regarding the static features, using a {Walking aid} was most important with an 80% confidence interval of [71.59%, 78.64%]. © 2025 selection and editorial matter Sozo Inoue, Guillaume Lopez, Tahera Hossain and Md Atiqur Rahman Ahad; individual chapters, the contributors.
AB - Mobility is an important dimension of the health of older adults. Usually, their mobility is assessed by standardized geriatric mobility assessments, e.g., the de Morton Mobility Index. Naturally, an assessment has a certain scope and only partially measures the life space mobility. Global Navigation Satellite System sensors can measure parts of the life space mobility like the maximum distance traveled from home. Using the temporal fusion transformer and its built-in explainability on time series Global Navigation Satellite System data collected in a 10-month study with 20 (pre-)frail older adults revealed a predictive relationship between the change of the de Morton Mobility Index item Sit to stand from chair and the maximum traveled distance in one day. While the 80% confidence interval for the feature importance was [85.05%, 86.32%], all other items did not play a role. Regarding the static features, using a {Walking aid} was most important with an 80% confidence interval of [71.59%, 78.64%]. © 2025 selection and editorial matter Sozo Inoue, Guillaume Lopez, Tahera Hossain and Md Atiqur Rahman Ahad; individual chapters, the contributors.
UR - http://www.scopus.com/inward/record.url?scp=85218322121&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85218322121&origin=recordpage
U2 - 10.1201/9781032648422-10
DO - 10.1201/9781032648422-10
M3 - RGC 12 - Chapter in an edited book (Author)
SN - 978-1-032-63918-5
SN - 978-1-032-64841-5
T3 - Ubiquitous Computing, Healthcare and Well-being
SP - 127
EP - 137
BT - Activity, Behavior, and Healthcare Computing
A2 - Inoue, Sozo
A2 - Lopez, Guillaume
A2 - Hossain, Tahera
A2 - Ahad, Md Atiqur Rahman
PB - Taylor & Francis
ER -