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Strategies for Medical Data Extraction and Presentation Part 1: Current Limitations and Deficiencies

机译:医学数据提取和表示的策略第1部分:当前的局限性和不足

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摘要

Data overload is a burgeoning challenge for the medical imaging community; with resulting technical, clinical, and economic ramifications. A primary concern for radiologists is the timely, efficient, and accurate extraction of imaging and clinical data, which collectively are essential in determining accurate diagnosis. In current practice, imaging data retrieval is limited by the fact that imaging and report data are de-coupled from one another, along with the non-standardized and often ambiguous free text data contained within narrative radiology reports. Clinical data retrieval is equally challenging and flawed by the lack of information system integration, paucity of clinical order entry data, and diminished role of the technologist in providing clinical data. These combined factors have the potential to adversely affect radiologist performance and clinical outcomes by diminishing workflow, report accuracy, and diagnostic confidence. New and innovative strategies are required to improve and automate data extraction and presentation, in a context- and user-specific fashion.
机译:数据过载对于医学影像界是一个新兴的挑战。随之而来的技术,临床和经济后果。放射科医生最关心的是及时,高效和准确地提取成像和临床数据,这对于确定准确的诊断必不可少。在当前的实践中,成像数据的检索受到以下事实的限制:成像和报告数据以及叙事放射学报告中包含的非标准化且通常含糊的自由文本数据相互分离。由于缺乏信息系统集成,缺乏临床订单输入数据以及技术人员在提供临床数据中的作用减弱,临床数据检索同样具有挑战性和缺陷。这些综合因素有可能通过减少工作流程,报告准确性和诊断信心来对放射科医生的表现和临床结果产生不利影响。需要新的创新策略,以特定于上下文和用户的方式改进和自动化数据提取和呈现。

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