Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients

Recovery of the walking function is one of the most common rehabilitation goals of neurological patients. Sufficient and adequate sleep is a prerequisite for recovery or training. To objectively monitor patients’ progress, a combination of different sensors measuring continuously over time is needed...

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Main Authors: Maartje M. S. Hendriks, Marije Vos-van der Hulst, Noel L. W. Keijsers
Format: Article
Language:English
Published: MDPI AG 2020-05-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/10/2748
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spelling doaj-66497504babb48fa8941a03b7aba0ab72020-11-25T02:49:22ZengMDPI AGSensors1424-82202020-05-01202748274810.3390/s20102748Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) PatientsMaartje M. S. Hendriks0Marije Vos-van der Hulst1Noel L. W. Keijsers2Department of Research, Sint Maartenskliniek, 36574 Hengstdal NA Ubbergen (near Nijmegen), The NetherlandsDepartment of Rehabilitation, Sint Maartenskliniek, 36574 Nijmegen, The NetherlandsDepartment of Research, Sint Maartenskliniek, 36574 Hengstdal NA Ubbergen (near Nijmegen), The NetherlandsRecovery of the walking function is one of the most common rehabilitation goals of neurological patients. Sufficient and adequate sleep is a prerequisite for recovery or training. To objectively monitor patients’ progress, a combination of different sensors measuring continuously over time is needed. A sensor-based technological platform offers possibilities to monitor gait and sleep. Implementation in clinical practice is of utmost relevance and has scarcely been studied. Therefore, this study examined the feasibility of a sensor-based technological platform within the clinical setting. Participants (12 incomplete spinal cord injury (iSCI), 13 stroke) were asked to wear inertial measurement units (IMUs) around the ankles during daytime and the bed sensor was placed under their mattress for one week. Feasibility was established based on missing data, error cause, and user experience. Percentage of missing measurement days and nights was 14% and 4%, respectively. Main cause of lost measurement days was related to missing IMU sensor data. Participants were not impeded, did not experience any discomfort, and found the sensors easy to use. The sensor-based technological platform is feasible to use within the clinical rehabilitation setting for continuously monitoring gait and sleep of iSCI and stroke patients.https://www.mdpi.com/1424-8220/20/10/2748sensor technologytechnological platformfeasibilityclinical implementationstrokespinal cord injury
collection DOAJ
language English
format Article
sources DOAJ
author Maartje M. S. Hendriks
Marije Vos-van der Hulst
Noel L. W. Keijsers
spellingShingle Maartje M. S. Hendriks
Marije Vos-van der Hulst
Noel L. W. Keijsers
Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients
Sensors
sensor technology
technological platform
feasibility
clinical implementation
stroke
spinal cord injury
author_facet Maartje M. S. Hendriks
Marije Vos-van der Hulst
Noel L. W. Keijsers
author_sort Maartje M. S. Hendriks
title Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients
title_short Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients
title_full Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients
title_fullStr Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients
title_full_unstemmed Feasibility of a Sensor-Based Technological Platform in Assessing Gait and Sleep of In-Hospital Stroke and Incomplete Spinal Cord Injury (iSCI) Patients
title_sort feasibility of a sensor-based technological platform in assessing gait and sleep of in-hospital stroke and incomplete spinal cord injury (isci) patients
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2020-05-01
description Recovery of the walking function is one of the most common rehabilitation goals of neurological patients. Sufficient and adequate sleep is a prerequisite for recovery or training. To objectively monitor patients’ progress, a combination of different sensors measuring continuously over time is needed. A sensor-based technological platform offers possibilities to monitor gait and sleep. Implementation in clinical practice is of utmost relevance and has scarcely been studied. Therefore, this study examined the feasibility of a sensor-based technological platform within the clinical setting. Participants (12 incomplete spinal cord injury (iSCI), 13 stroke) were asked to wear inertial measurement units (IMUs) around the ankles during daytime and the bed sensor was placed under their mattress for one week. Feasibility was established based on missing data, error cause, and user experience. Percentage of missing measurement days and nights was 14% and 4%, respectively. Main cause of lost measurement days was related to missing IMU sensor data. Participants were not impeded, did not experience any discomfort, and found the sensors easy to use. The sensor-based technological platform is feasible to use within the clinical rehabilitation setting for continuously monitoring gait and sleep of iSCI and stroke patients.
topic sensor technology
technological platform
feasibility
clinical implementation
stroke
spinal cord injury
url https://www.mdpi.com/1424-8220/20/10/2748
work_keys_str_mv AT maartjemshendriks feasibilityofasensorbasedtechnologicalplatforminassessinggaitandsleepofinhospitalstrokeandincompletespinalcordinjuryiscipatients
AT marijevosvanderhulst feasibilityofasensorbasedtechnologicalplatforminassessinggaitandsleepofinhospitalstrokeandincompletespinalcordinjuryiscipatients
AT noellwkeijsers feasibilityofasensorbasedtechnologicalplatforminassessinggaitandsleepofinhospitalstrokeandincompletespinalcordinjuryiscipatients
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