Fall Risk Assessment in Older Adults with Diabetic Peripheral Neuropathy

Jhonathan Sora Cárdenas, Martha Zequera Díaz, Francisco Calderón Bocanegra

Producción: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

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Resumen

Diabetic peripheral neuropathy DPN is the most frequent complication with people with diabetes and affects approximately half of this population. This is reflected in the reduction of the transmission of vibratory sensitivity, proprioceptive and of reflexes osteotendinous, affecting sensory and motor skills. People with DPN are up to 23 times more likely to have falls and 15 times more likely to report an injury compared to healthy older adults. Falls have significant consequences, such as temporary or permanent physical disability, which decreases the quality of life of the elderly and represents an increase in mortality. Therefore, a pilot study is proposed to assess the risk of falls in older adults with DPN by implementing a predictive system based on the clinical information of the AGS/BGS guidelines, the oscillation of the pressure center (CoP) at rest and the Timed up and Go test (TUG) with the use of inertial sensors. A sample of convenience of 19 participants (13 control group and 6 with DPN) older than 45 years, were cited to perform data acquisition, which were used as inputs to evaluate four fall risk classification techniques: K-means, support vector machines, K nearest neighbors and neural networks, obtaining a precision = 90.9%, sensitivity = 80% and specificity = 100%. Therefore, this study suggests that it is possible to evaluate the risk of falls in older adults with DPN through the clinical information of the AGS/BGS guidelines, the oscillation of the CoP at rest and the TUG test with the use of inertial sensors and it also has the potential to be implemented in future studies with larger populations.

Idioma originalInglés
Título de la publicación alojadaFuture Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices - Proceedings of the International Conference on Biomedical and Health Informatics, ICBHI 2019
EditoresKang-Ping Lin, Ratko Magjarevic, Paulo de Carvalho
EditorialSpringer Science and Business Media Deutschland GmbH
Páginas396-404
Número de páginas9
ISBN (versión impresa)9783030306359
DOI
EstadoPublicada - 2020
Evento4th International Conference on Biomedical and Health Informatics, ICBHI 2019 - Taipei, Taiwán
Duración: 17 abr. 201920 abr. 2019

Serie de la publicación

NombreIFMBE Proceedings
Volumen74
ISSN (versión impresa)1680-0737
ISSN (versión digital)1433-9277

Conferencia

Conferencia4th International Conference on Biomedical and Health Informatics, ICBHI 2019
País/TerritorioTaiwán
CiudadTaipei
Período17/04/1920/04/19

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