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Home > Situation Model for Situation-Aware Assistance of Dementia Patients in Outdoor Mobility.

TitleSituation Model for Situation-Aware Assistance of Dementia Patients in Outdoor Mobility.
Publication TypeJournal Article
Year of Publication2017
AuthorsYordanova, K, Koldrack, P, Heine, C, Henkel, R, Martin, M, Teipel, S, Kirste, T
JournalJ Alzheimers Dis
Volume60
Issue4
Pagination1461-1476
Date Published2017
ISSN1875-8908
Abstract

BACKGROUND: Dementia impairs spatial orientation and route planning, thus often affecting the patient's ability to move outdoors and maintain social activities. Situation-aware deliberative assistive technology devices (ATD) can substitute impaired cognitive function in order to maintain one's level of social activity. To build such a system, one needs domain knowledge about the patient's situation and needs. We call this collection of knowledge situation model.

OBJECTIVE: To construct a situation model for the outdoor mobility of people with dementia (PwD). The model serves two purposes: 1) as a knowledge base from which to build an ATD describing the mobility of PwD; and 2) as a codebook for the annotation of the recorded behavior.

METHODS: We perform systematic knowledge elicitation to obtain the relevant knowledge. The OBO Edit tool is used for implementing and validating the situation model. The model is evaluated by using it as a codebook for annotating the behavior of PwD during a mobility study and interrater agreement is computed. In addition, clinical experts perform manual evaluation and curation of the model.

RESULTS: The situation model consists of 101 concepts with 11 relation types between them. The results from the annotation showed substantial overlapping between two annotators (Cohen's kappa of 0.61).

CONCLUSION: The situation model is a first attempt to systematically collect and organize information related to the outdoor mobility of PwD for the purposes of situation-aware assistance. The model is the base for building an ATD able to provide situation-aware assistance and to potentially improve the quality of life of PwD.

DOI10.3233/JAD-170105
Alternate JournalJ. Alzheimers Dis.
PubMed ID29060937
PubMed Central IDPMC5676980
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Source URL: https://www.j-alz.com/content/situation-model-situation-aware-assistance-dementia-patients-outdoor-mobility