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Visualisation of Multidimensional Data for Medical Decision Support

机译:用于医疗决策支持的多维数据的可视化

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Medical decision support tools are not widely used by clinicians, perhaps because most do not explain the decisions. We describe an approach for case-based systems using automated pattern recognition techniques. Multivariate methods estimate the degree of similarity between a new case and those in the database, and graphical displays allow users to combine this information with their own expertise. The approach is demonstrated by an example, the SpectraVisualizer, which allows radiologists to interpret magnetic resonance spectra The variables in the overview are derived directly from the signals obtained from the scanner. Spectra with similar classification profiles can be linked to clinical history, images and expert commentary.
机译:临床医生并未广泛使用医疗决策支持工具,这可能是因为大多数工具无法解释决策。我们描述了一种使用自动模式识别技术的基于案例的系统的方法。多元方法估计新案例与数据库案例之间的相似程度,并且图形显示使用户可以将这些信息与自己的专业知识相结合。通过一个示例SpectraVisualizer演示了该方法,该示例使放射科医生可以解释磁共振谱。概览中的变量直接从扫描仪获得的信号中得出。具有相似分类特征的光谱可以链接到临床病史,图像和专家评论。

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