基于云的面瘫康复训练与评估系统

Zeqing Jiang, W. Dai, Wenjin Wang, Wen Wang
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引用次数: 3

摘要

信息和通信技术(ICT)在过去几年中对医学研究产生了影响。包括术后康复在内的许多医学研究应用都采用了大数据分析。在面瘫康复训练的过程中,传统的训练过程需要患者和医生付出巨大的努力。由于病人越来越多,而医院提供的资源有限,因此迫切需要信通技术的援助。在本文中,我们提出了一个基于云的面瘫患者和医生的训练和分析系统,提供康复训练,自动进度回顾和结果评估。开发了一个培训客户端,以提供康复培训和数据收集。此外,云平台使用机器学习方法对训练结果进行分析。云平台根据训练数据集的反馈和医生的输入提供康复进展的自动评估。
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A Cloud-Based Training And Evaluation System For Facial Paralysis Rehabilitation
Information and communication technologies (ICT) have shown its impact on medical research over last few years. Big data analysis is adopted in many medical research applications including rehabilitation after surgery. In the facial paralysis rehabilitation training progresses, traditional training processes require huge efforts from both patients and doctors. With increasing number of patients and limited resources offered by hospitals, assistance from ICT are urgently needed. In this paper, we present a cloud-based training and analysis system for facial paralysis patients and physicians that provides rehabilitation training, automatic progress review and result evaluation. A training client is developed to provide rehabilitation training as well as data collection. In addition, training results are analyzed by the cloud platform using machine learning methodologies. The cloud platform provides the automatic evaluation of rehabilitation progresses based on both feedback from training data set and input from physicians.
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