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Multimedia data handling and integration for rehabilitation research

机译:康复研究的多媒体数据处理与集成

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With advances in data acquisition devices, current rehabilitation research involves extensive experimental trials to identify the underlying cause or long-term consequences of certain pathologies and to improve motor functions by examining the movement patterns of affected individuals. For research focused on movement analysis, high volume of multimedia data such as high-speed video is acquired with other data types such as surveys, spreadsheets, force data recordings from instrumented surfaces etc. These datasets are recorded from various standalone sources however multimedia data in rehabilitation research is often requires analysis in context with subject's medical history, treatment plan or progress. But in current research workflow, no pathways and data handling protocols are defined to successfully achieve comprehensive integration of multimedia data, for various data types collected at various stages in a clinical trial, different data handling protocols needs to be defined and designed. In this presentation, we will be focusing on multimedia data only such as high-speed video files collected during a clinical trial. Multimedia data collected during a rehabilitation research often end up residing in an isolated space. Our aim for this presentation is to design and evaluate data handling steps for successful integration, storage and retrieval of multimedia data. This presentation focuses on establishing tools that can be used between data acquisition step to data storage for media files. We will present method for metadata creation for multimedia data based on the electronic patient data (ePR) model design as well as two common standards of medical imaging, DICOM and PACS to form an effective data handling protocol. For evaluation, data set collected for wheelchair movement analysis study at Rancho Los Amigos National Rehabilitation Center in Downey, California will be used. The broader aim of this paper is to present development of standards and protocols for multimedia data handling in a clinical workflow based on medical imaging informatics.
机译:随着数据采集装置的进步,目前的康复研究涉及广泛的实验试验,以确定某些病程的潜在原因或长期后果,并通过检查受影响个体的运动模式来改善电动机功能。对于专注于运动分析的研究,使用其他数据类型(如调查,电子表格)获得大量多媒体数据,如调查,电子表格,从仪表表面等强制数据记录等。这些数据集从各种独立源记录,但是多媒体数据康复研究往往需要在受试者的病史,治疗计划或进步方面进行分析。但是,在目前的研究工作流程中,没有定义途径和数据处理协议以成功实现多媒体数据的全面集成,对于在临床试验中的各个阶段收集的各种数据类型,需要定义和设计不同的数据处理协议。在本演示文稿中,我们将专注于多媒体数据,例如在临床试验期间收集的高速视频文件。在康复研究中收集的多媒体数据通常最终居住在孤立的空间中。我们对此演示文稿的旨在设计和评估数据处理步骤,以实现成功的集成,存储和检索多媒体数据。此演示文稿侧重于建立可以在数据采集步骤之间用于媒体文件的数据存储之间的工具。我们将提出基于电子患者数据(EPR)模型设计的多媒体数据的元数据创建方法,以及两种常见的医学成像,DICOM和PACS标准,以形成有效的数据处理协议。对于评估,将使用加利福尼亚州唐尼·洛斯·莫格索国家康复中心的轮椅运动分析研究所收集的数据集。本文的更广泛目的是展示基于医学成像信息学的临床工作流程中的多媒体数据处理标准和协议的制定。

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