Evaluation of Home-Based Rehabilitation Sensing Systems with Respect to Standardised Clinical Tests

Sensors (Basel). 2019 Dec 19;20(1):26. doi: 10.3390/s20010026.

Abstract

With increased demand for tele-rehabilitation, many autonomous home-based rehabilitation systems have appeared recently. Many of these systems, however, suffer from lack of patient acceptance and engagement or fail to provide satisfactory accuracy; both are needed for appropriate diagnostics. This paper first provides a detailed discussion of current sensor-based home-based rehabilitation systems with respect to four recently established criteria for wide acceptance and long engagement. A methodological procedure is then proposed for the evaluation of accuracy of portable sensing home-based rehabilitation systems, in line with medically-approved tests and recommendations. For experiments, we deploy an in-house low-cost sensing system meeting the four criteria of acceptance to demonstrate the effectiveness of the proposed evaluation methodology. We observe that the deployed sensor system has limitations in sensing fast movement. Indicators of enhanced motivation and engagement are recorded through the questionnaire responses with more than 83 % of the respondents supporting the system's motivation and engagement enhancement. The evaluation results demonstrate that the deployed system is fit for purpose with statistically significant ( ϱ c > 0 . 99 , R 2 > 0 . 94 , I C C > 0 . 96 ) and unbiased correlation to the golden standard.

Keywords: automated five time sit to stand test; automated timed up and go test; evaluation of sensor systems; non-intrusive sensing; self-evaluation; sensing for health.

MeSH terms

  • Adult
  • Female
  • Healthy Volunteers
  • Humans
  • Male
  • Surveys and Questionnaires
  • Telerehabilitation / instrumentation
  • Telerehabilitation / methods*
  • Walking
  • Wearable Electronic Devices
  • Young Adult

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