Cargando…

Outdoor life in dementia: How predictable are people with dementia in their mobility?

INTRODUCTION: People with dementia (PWD) often become disoriented, which increases their risk of getting lost. This article explores the extent to which we can predict future whereabouts of PWD by learning from their past mobility patterns using Global Positioning System (GPS) tracking devices. METH...

Descripción completa

Detalles Bibliográficos
Autores principales: Bayat, Sayeh, Mihailidis, Alex
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8118112/
https://www.ncbi.nlm.nih.gov/pubmed/34027017
http://dx.doi.org/10.1002/dad2.12187
_version_ 1783691692109463552
author Bayat, Sayeh
Mihailidis, Alex
author_facet Bayat, Sayeh
Mihailidis, Alex
author_sort Bayat, Sayeh
collection PubMed
description INTRODUCTION: People with dementia (PWD) often become disoriented, which increases their risk of getting lost. This article explores the extent to which we can predict future whereabouts of PWD by learning from their past mobility patterns using Global Positioning System (GPS) tracking devices. METHODS: Seven older adults with dementia and eight healthy older adults completed 8 weeks of GPS data collection. We computed the probability that an appropriate algorithm can correctly predict the participant's future destinations using spatial and temporal patterns in each participant's GPS trajectories. RESULTS: Relying on both spatial and temporal patterns, our results suggest that a 4‐week record of mobility patterns displays 95% potential predictability across the dementia group, which is significantly higher than 92% potential predictability among the controls, t(13) = –3.39, P < .01, d = –1.75. That is, we can hope to be able to predict destinations of PWD about 95% of the time and destinations of controls about 92% of the time. DISCUSSIONS: Our findings on predictability of mobility patterns among PWD offer new perspectives on predictive mobility models that can be used to locate missing persons with dementia.
format Online
Article
Text
id pubmed-8118112
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-81181122021-05-20 Outdoor life in dementia: How predictable are people with dementia in their mobility? Bayat, Sayeh Mihailidis, Alex Alzheimers Dement (Amst) Cognitive & Behavioral Assessment INTRODUCTION: People with dementia (PWD) often become disoriented, which increases their risk of getting lost. This article explores the extent to which we can predict future whereabouts of PWD by learning from their past mobility patterns using Global Positioning System (GPS) tracking devices. METHODS: Seven older adults with dementia and eight healthy older adults completed 8 weeks of GPS data collection. We computed the probability that an appropriate algorithm can correctly predict the participant's future destinations using spatial and temporal patterns in each participant's GPS trajectories. RESULTS: Relying on both spatial and temporal patterns, our results suggest that a 4‐week record of mobility patterns displays 95% potential predictability across the dementia group, which is significantly higher than 92% potential predictability among the controls, t(13) = –3.39, P < .01, d = –1.75. That is, we can hope to be able to predict destinations of PWD about 95% of the time and destinations of controls about 92% of the time. DISCUSSIONS: Our findings on predictability of mobility patterns among PWD offer new perspectives on predictive mobility models that can be used to locate missing persons with dementia. John Wiley and Sons Inc. 2021-05-13 /pmc/articles/PMC8118112/ /pubmed/34027017 http://dx.doi.org/10.1002/dad2.12187 Text en © 2021 The Authors. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring published by Wiley Periodicals, LLC on behalf of Alzheimer's Association https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Cognitive & Behavioral Assessment
Bayat, Sayeh
Mihailidis, Alex
Outdoor life in dementia: How predictable are people with dementia in their mobility?
title Outdoor life in dementia: How predictable are people with dementia in their mobility?
title_full Outdoor life in dementia: How predictable are people with dementia in their mobility?
title_fullStr Outdoor life in dementia: How predictable are people with dementia in their mobility?
title_full_unstemmed Outdoor life in dementia: How predictable are people with dementia in their mobility?
title_short Outdoor life in dementia: How predictable are people with dementia in their mobility?
title_sort outdoor life in dementia: how predictable are people with dementia in their mobility?
topic Cognitive & Behavioral Assessment
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8118112/
https://www.ncbi.nlm.nih.gov/pubmed/34027017
http://dx.doi.org/10.1002/dad2.12187
work_keys_str_mv AT bayatsayeh outdoorlifeindementiahowpredictablearepeoplewithdementiaintheirmobility
AT mihailidisalex outdoorlifeindementiahowpredictablearepeoplewithdementiaintheirmobility