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Open AccessJournal ArticleDOI

Measurement of the Chair Rise Performance of Older People Based on Force Plates and IMUs

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TLDR
An approach that automatically detects the execution of the chair rise test via an inertial sensor integrated into a belt and the analysis of the duration of single test cycles indicates a beginning fatigue at the end of the test.
Abstract
An early detection of functional decline with age is important to start interventions at an early state and to prolong the functional fitness. In order to assure such an early detection, functional assessments must be conducted on a frequent and regular basis. Since the five time chair rise test (5CRT) is a well-established test in the geriatric field, this test should be supported by technology. We introduce an approach that automatically detects the execution of the chair rise test via an inertial sensor integrated into a belt. The system’s suitability was evaluated via 20 subjects aged 72–89 years (78.2 ± 4.6 years) and was measured by a stopwatch, the inertial measurement unit (IMU), a Kinect® camera and a force plate. A Multilayer Perceptrons-based classifier detects transitions in the IMU data with an F1-Score of around 94.8%. Valid executions of the 5CRT are detected based on the correct occurrence of sequential movements via a rule-based model. The results of the automatically calculated test durations are in good agreement with the stopwatch measurements (correlation coefficient r = 0.93 (p < 0.001)). The analysis of the duration of single test cycles indicates a beginning fatigue at the end of the test. The comparison of the movement pattern within one person shows similar movement patterns, which differ only slightly in form and duration, whereby different subjects indicate variations regarding their performance strategies.

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Citations
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Journal ArticleDOI

Individualised Responsible Artificial Intelligence for Home-Based Rehabilitation.

TL;DR: An incremental hybrid machine learning algorithm combining ensemble learning and hybrid stacking using extreme gradient boosted decision trees and k-nearest neighbours to meet individualisation, interpretability, and ART design requirements while maintaining low computation footprint is presented.
Journal ArticleDOI

Measurement System for Unsupervised Standardized Assessment of Timed "Up & Go" and Five Times Sit to Stand Test in the Community-A Validity Study.

TL;DR: The article introduces the Unsupervised Screening System (USS) for unsupervised self-assessments by older adults and evaluates its validity for the TUG and SST and found it was a validated and reliable tool.
Journal ArticleDOI

A Comparison of Four Approaches to Evaluate the Sit-to-Stand Movement

TL;DR: The aim of this study was to develop two novel methods of evaluating performance in the STS using a low-cost RGB camera and another an instrumented chair containing load cells in the seat of the chair to detect center of pressure movements and ground reaction forces.
Journal ArticleDOI

Sit-To-Stand Movement Evaluated Using an Inertial Measurement Unit Embedded in Smart Glasses—A Validation Study

TL;DR: Observations indicate that the IMU embedded in smart glasses is accurate to measure vertical acceleration during STS movements to assess the STS movement in unstandardized settings and to report vertical acceleration values in an elderly population of fallers and non-fallers.
Journal ArticleDOI

Printed Multi-EMG Electrodes on the 3D Surface of an Orthosis for Rehabilitation: A Feasibility Study

TL;DR: In this paper, a prototype of smart orthosis with a fully integrated multi-electrodes matrix for electromyography (EMG), to improve non-invasive personalized recording during rehabilitation is presented.
References
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Journal ArticleDOI

Frailty in Older Adults Evidence for a Phenotype

TL;DR: This study provides a potential standardized definition for frailty in community-dwelling older adults and offers concurrent and predictive validity for the definition, and finds that there is an intermediate stage identifying those at high risk of frailty.
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The Timed “Up & Go”: A Test of Basic Functional Mobility for Frail Elderly Persons

TL;DR: This study evaluated a modified, timed version of the “Get‐Up and Go” Test (Mathias et al, 1986) in 60 patients referred to a Geriatric Day Hospital and suggested that the timed “Up & Go’ test is a reliable and valid test for quantifying functional mobility that may also be useful in following clinical change over time.
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A short physical performance battery assessing lower extremity function: association with self-reported disability and prediction of mortality and nursing home admission.

TL;DR: Evidence is presented that performance measures can validly characterize older persons across a broad spectrum of lower extremity function and that performance and self-report measures may complement each other in providing useful information about functional status.
Journal ArticleDOI

Statistics corner: A guide to appropriate use of correlation coefficient in medical research.

TL;DR: Examples of the applications of the correlation coefficient have been provided using data from statistical simulations as well as real data.
Related Papers (5)
Trending Questions (2)
Is 5 times chair rise test associated with self-reported fatigue?

Yes, the analysis of the duration of single test cycles indicates a beginning fatigue at the end of the test.

Is 5 repetition chair stand test associated with self-reported fatigue?

Yes, the analysis of the duration of single test cycles indicates a beginning fatigue at the end of the test.