Paper Info
Title
Repetitively Driven Trips as a Measure of Older Adult Driver Cognitive Health – Three Case Studies
Abstract
Older adult in-car driving data represents a valuable data source where successful measurement and interpretation could assist clinicians in driving fitness assessments. One of the measurement challenges with naturalistic driving assessments is the many possible sources of variability. Therefore, focusing measurements on a trip that is driven repetitively over a sustained period of time may reduce sources of variability and increase utility in driving assessments. In this study, repetitive-trips with two destinations that were driven at least 20 times during the first year of driving were investigated across a period of five years for three different older adult drivers with the goal of providing a preliminary evaluation of the value of repetitive-trip-focused metrics. The three older adult drivers had three different cognitive health statuses: one with better, relatively stable cognitive health and two with declining cognitive health associated with different cognitive assessments. The repetitive-trip-derived metrics included trip frequency, velocity metrics (mean, standard deviation, percentiles, and coefficient of variation), and route similarity. The older adult driver with better, relatively stable cognitive health had relatively stable driving patterns. The older adult driver with a marked, early decline in Trails Making B-measured cognitive health appeared to drive slower and with a higher portion of driving time spent stopped. The older adult driver with a gradual, sustained decline in MoCA-measured cognitive health had gradual changes in driving behaviours across the five-year period related to frequency, velocity, and route similarity. Therefore, this study provides a preliminary indication that repetitive-trips may provide a useful measure of older adult driving performance related to cognitive health status by reducing sources of variability. Future work is needed to assess these initial findings on a larger sample of older adult drivers.
Year
DOI
Venue
2020
10.1109/MeMeA49120.2020.9137177
2020 IEEE International Symposium on Medical Measurements and Applications (MeMeA)
Keywords
DocType
ISBN
driving,older adults,big data,data analytics,repetitive trips,GPS,cognitive health
Conference
978-1-7281-5386-5
Citations 
PageRank 
References 
0
0.34
0
Authors
6
Name
Order
Citations
PageRank
Jennifer Howcroft100.34
Wallace, B.2519.98
Rafik A. Goubran351269.23
Marshall, S.4173.42
Michelle M. Porter522.56
Frank Knoefel622132.71