Using Indoor Movement Complexity in Smart Homes to Detect Frailty in Older Adults: Multiple-Methods Case Series Study

The complexity of older adults' smart home data is highly diverse. Changes in health and frailty influence indoor movement complexity. Although the findings suggest a relationship between frailty and complexity, confounding factors, such as home layout, visitors, external events, and technology disruptions, may influence sensor signals.

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Publication Details

Journal
JMIR Aging
Published
2025-11-27
DOI
https://doi.org/10.2196/77322
Primary Topic
Context-Aware Activity Recognition Systems
Type
article
Field-Weighted Citation Impact
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article

Using Indoor Movement Complexity in Smart Homes to Detect Frailty in Older Adults: Multiple-Methods Case Series Study

Roschelle Fritz, Diane J. Cook, Katherine Wuestney, Catherine Van Son
JMIR Aging
Context-Aware Activity Recognition Systems
article

Using Indoor Movement Complexity in Smart Homes to Detect Frailty in Older Adults: Multiple-Methods Case Series Study

Roschelle Fritz, Diane J. Cook, Katherine Wuestney, Catherine Van Son
article en

Abstract

The complexity of older adults' smart home data is highly diverse. Changes in health and frailty influence indoor movement complexity. Although the findings suggest a relationship between frailty and complexity, confounding factors, such as home layout, visitors, external events, and technology disruptions, may influence sensor signals.

JMIR AgingVol. 9
UC Davis Health (US), Washington State University (US)
Openalex Percentile: Top 62%
Context-Aware Activity Recognition Systems
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