Development and Pilot Evaluation of a Sensor-Infused Monitoring and Training System to Prevent Pressure Injuries in Individuals With Spinal Cord Injury

Abstract Approximately one-third of individuals with spinal cord injury (SCI) experience a pressure injury and complications contribute to a leading cause of death. Currently, there is a lack of adoption and evidence demonstrating the effectiveness of technologies aimed at preventing pressure injuries. This study presents and evaluates a new monitoring and feedback system to facilitate pressure relief activity performance in 22 manual wheelchair users with SCI. After a two-week baseline, participants received pressure injury education, set goals, and were instructed on how to use the system. Data were then collected using the system for 8 months, and a technology acceptance model (TAM) questionnaire was used to assess usability, with 10 participants identified as Responders. Immediately following goal setting and system biofeedback activation, Responders showed a four-fold increase in pressure relief activity (4.48±4.24 versus 23.37±14.85 s/h, p = 0.004) but activity eventually declined to baseline levels by month 8 (4.26±5.78 s/h). Recorded sitting time also dropped significantly (5.62±3.30 h/day at Baseline versus 1.81±2.08 h/day at months 6–8, p = 0.013). Thirty-six out of 40 questionnaire items scored above the acceptability threshold (>5/7). The system demonstrated good acceptability and effectively promoted short-term increases in pressure relief activity. Its greatest value may be as a short-term training tool during rehabilitation or retraining. Future iterations of the system must address limitations associated with promoting long-term adherence.

Authors

Institutions

Publication Details

Journal
Journal of Engineering and Science in Medical Diagnostics and Therapy
Published
2026-02-04
DOI
https://doi.org/10.1115/1.4071026
Primary Topic
Pressure Ulcer Prevention and Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Development and Pilot Evaluation of a Sensor-Infused Monitoring and Training System to Prevent Pressure Injuries in Individuals With Spinal Cord Injury

Davide Vigano, Maurizio Macagno, Nathan Pineda, Jack Janett et al.
Journal of Engineering and Science in Medical Diagnostics and Therapy
Pressure Ulcer Prevention and Management
article

Development and Pilot Evaluation of a Sensor-Infused Monitoring and Training System to Prevent Pressure Injuries in Individuals With Spinal Cord Injury

Davide Vigano, Maurizio Macagno, Nathan Pineda, Jack Janett, Jeffery Rankin
article en

Abstract

Abstract Approximately one-third of individuals with spinal cord injury (SCI) experience a pressure injury and complications contribute to a leading cause of death. Currently, there is a lack of adoption and evidence demonstrating the effectiveness of technologies aimed at preventing pressure injuries. This study presents and evaluates a new monitoring and feedback system to facilitate pressure relief activity performance in 22 manual wheelchair users with SCI. After a two-week baseline, participants received pressure injury education, set goals, and were instructed on how to use the system. Data were then collected using the system for 8 months, and a technology acceptance model (TAM) questionnaire was used to assess usability, with 10 participants identified as Responders. Immediately following goal setting and system biofeedback activation, Responders showed a four-fold increase in pressure relief activity (4.48±4.24 versus 23.37±14.85 s/h, p = 0.004) but activity eventually declined to baseline levels by month 8 (4.26±5.78 s/h). Recorded sitting time also dropped significantly (5.62±3.30 h/day at Baseline versus 1.81±2.08 h/day at months 6–8, p = 0.013). Thirty-six out of 40 questionnaire items scored above the acceptability threshold (>5/7). The system demonstrated good acceptability and effectively promoted short-term increases in pressure relief activity. Its greatest value may be as a short-term training tool during rehabilitation or retraining. Future iterations of the system must address limitations associated with promoting long-term adherence.

Journal of Engineering and Science in Medical Diagnostics and TherapyVol. 9(3)
Rancho Los Amigos National Rehabilitation Center (US), OFM Research (United States) (US), Rancho Research Institute (US)
Good health and well-being
Openalex Percentile: Top 65%
Pressure Ulcer Prevention and Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.