Assessing the feasibility of classifying toe-walking severity in children with cerebral palsy using a sensorized shoe

Chiara Mancinelli1, Shyamal Patel, Lynn C Deming

  • 1Department of Physical Medicine and Rehabilitation, Harvard Medical School, Spaulding Rehabilitation Hospital, Boston, MA 02114, USA. cmancinelli@partners.org

Insights

A sensorized shoe can effectively monitor toe-walking severity in children with cerebral palsy (CP). This wearable technology aids in tracking gait abnormalities and response to clinical interventions for improved CP management.

Area of Science:

  • Biomedical Engineering
  • Pediatric Neurology
  • Rehabilitation Medicine

Background:

  • Clinical management of cerebral palsy (CP) requires frequent monitoring of gait abnormalities.
  • Current technologies limit the frequency of clinical gait evaluations.
  • Equinus (toe-walking) gait is a common abnormality in children with CP.

Purpose of the Study:

  • To assess the feasibility of using a sensorized shoe to monitor toe-walking severity in children with CP.
  • To determine if wearable technology can provide objective gait assessments.
  • To support frequent monitoring for better clinical intervention planning.

Main Methods:

  • Utilized a sensorized shoe to collect data from children with CP exhibiting toe-walking.
  • Analyzed features from the center of pressure trajectory.
  • Examined ankle kinematics data.

Main Results:

  • Demonstrated the ability to predict toe-walking severity using sensorized shoe data.
  • Features from center of pressure and ankle kinematics were significant predictors.
  • The study confirmed the potential of sensorized shoes for gait assessment.

Conclusions:

  • Sensorized shoes are a feasible tool for assessing toe-walking severity in children with CP.
  • This technology can enable more frequent and objective gait monitoring.
  • Results support the development and clinical testing of sensorized shoes for CP management.

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