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Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture

Research shows that cervical spondylosis radiculopathy (CSR) is the most common type of cervical spondylosis in clinic, and Chinese medicine treatment has obvious advantages, among which acupuncture therapy has received increasing attention. CSR has the characteristics of high incidence, long treatm...

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Detalles Bibliográficos
Autores principales: Chi, Lei, Zhang, Qian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9020947/
https://www.ncbi.nlm.nih.gov/pubmed/35463666
http://dx.doi.org/10.1155/2022/8428518
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author Chi, Lei
Zhang, Qian
author_facet Chi, Lei
Zhang, Qian
author_sort Chi, Lei
collection PubMed
description Research shows that cervical spondylosis radiculopathy (CSR) is the most common type of cervical spondylosis in clinic, and Chinese medicine treatment has obvious advantages, among which acupuncture therapy has received increasing attention. CSR has the characteristics of high incidence, long treatment time, and easy recurrence after treatment. In order to meet the different needs of different patients, this paper uses wearable sensors to collect patient dynamic data, extracts the action features of cervical spondylosis to design a scoring system, analyzes the input feature scores through a convolutional neural network (CNN) model, and then outputs personalized acupuncture treatment plan. The development status of wearable sensors at home and abroad is introduced, and the modules and functions of the wearable sensors are designed. The CNN network is used as the network model for classification and recognition. The experimental results show that the CNN model used in this paper has a high classification accuracy, achieving an accuracy of up to 97%, and can help produce an effective treatment plan. In order to determine whether the treatment plan output by the model is effective, each group of data is handed over to two cervical spondylosis experts for scoring, and then the final treatment plan is determined from 10 acupuncture plans. In our experiments, 9 out of 10 plans generated by the CNN model were the same as generated by the experts, which shows the effectiveness of the model.
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spelling pubmed-90209472022-04-21 Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture Chi, Lei Zhang, Qian J Healthc Eng Research Article Research shows that cervical spondylosis radiculopathy (CSR) is the most common type of cervical spondylosis in clinic, and Chinese medicine treatment has obvious advantages, among which acupuncture therapy has received increasing attention. CSR has the characteristics of high incidence, long treatment time, and easy recurrence after treatment. In order to meet the different needs of different patients, this paper uses wearable sensors to collect patient dynamic data, extracts the action features of cervical spondylosis to design a scoring system, analyzes the input feature scores through a convolutional neural network (CNN) model, and then outputs personalized acupuncture treatment plan. The development status of wearable sensors at home and abroad is introduced, and the modules and functions of the wearable sensors are designed. The CNN network is used as the network model for classification and recognition. The experimental results show that the CNN model used in this paper has a high classification accuracy, achieving an accuracy of up to 97%, and can help produce an effective treatment plan. In order to determine whether the treatment plan output by the model is effective, each group of data is handed over to two cervical spondylosis experts for scoring, and then the final treatment plan is determined from 10 acupuncture plans. In our experiments, 9 out of 10 plans generated by the CNN model were the same as generated by the experts, which shows the effectiveness of the model. Hindawi 2022-04-13 /pmc/articles/PMC9020947/ /pubmed/35463666 http://dx.doi.org/10.1155/2022/8428518 Text en Copyright © 2022 Lei Chi and Qian Zhang. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Chi, Lei
Zhang, Qian
Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture
title Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture
title_full Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture
title_fullStr Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture
title_full_unstemmed Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture
title_short Application of Wearable Sensors in the Treatment of Cervical Spondylosis Radiculopathy with Acupuncture
title_sort application of wearable sensors in the treatment of cervical spondylosis radiculopathy with acupuncture
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9020947/
https://www.ncbi.nlm.nih.gov/pubmed/35463666
http://dx.doi.org/10.1155/2022/8428518
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