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    • 9. 发明授权
    • Systems and methods for automated diagnosis and decision support for heart related diseases and conditions
    • 用于心脏相关疾病和病症的自动诊断和决策支持的系统和方法
    • US07912528B2
    • 2011-03-22
    • US10876801
    • 2004-06-25
    • Sriram KrishnanAlok GuptaR. Bharat RaoDorin ComaniciuXiang Sean Zhou
    • Sriram KrishnanAlok GuptaR. Bharat RaoDorin ComaniciuXiang Sean Zhou
    • A61B5/05
    • G16H50/20G06F19/00
    • CAD (computer-aided diagnosis) systems and applications for cardiac imaging are provided, which implement methods to automatically extract and analyze features from a collection of patient information (including image data and/or non-image data) of a subject patient, to provide decision support for various aspects of physician workflow including, for example, automated assessment of regional myocardial function through wall motion analysis, automated diagnosis of heart diseases and conditions such as cardiomyopathy, coronary artery disease and other heart-related medical conditions, and other automated decision support functions. The CAD systems implement machine-learning techniques that use a set of training data obtained (learned) from a database of labeled patient cases in one or more relevant clinical domains and/or expert interpretations of such data to enable the CAD systems to “learn” to analyze patient data and make proper diagnostic assessments and decisions for assisting physician workflow.
    • 提供了用于心脏成像的CAD(计算机辅助诊断)系统和应用,其实现了从受试患者的患者信息(包括图像数据和/或非图像数据)的集合中自动提取和分析特征的方法,以提供 对医师工作流程的各个方面的决策支持,包括例如通过壁运动分析自动评估区域性心肌功能,心脏病的自动诊断和诸如心肌病,冠状动脉疾病和其他与心脏相关的医疗状况等条件,以及其他自动化决策 支持功能。 CAD系统实施机器学习技术,其使用从一个或多个相关临床领域的标记的患者病例的数据库获得(学习)的一组训练数据和/或对这些数据的专家解释,使得CAD系统能够“学习” 分析患者数据,进行适当的诊断评估和决策,以协助医师的工作流程。