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An annotation driven rule-based algorithm for suggesting multiple 12-lead ECG interpretations

机译:基于注释驱动的基于规则的算法,可建议多种12导联心电图解释

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The 12-lead Electrocardiogram (ECG) is ubiquitously used as a diagnostic support tool to detect cardiovascular disease. However, it is difficult to read and is often incorrectly interpreted. This study aims to further previous research, which used of a set of interactive questions and prompts to guide an interpreter through the ECG reporting process. The model was named ‘Interactive Progressive based ECG Interpretation’ (IPI). In this study, the IPI model has been augmented with an automatic diagnoses suggestion tool following annotated analysis of an ECG. To accomplish this, a rule-based algorithm has been created to assess the interpreters' ECG annotations to each of the interactive questions in the IPI model. This Differential Diagnoses Algorithm (DDA) was implemented using web technologies such as JavaScript and uses a modern device agnostic and language independent storage format (JSON) for defining the rules. Hence, by augmenting the IPI model with the DDA we hypothesize that this will further lower the number of interpretation errors and increase diagnostic accuracy in ECG interpretation.
机译:12导联心电图(ECG)普遍用作检测心血管疾病的诊断支持工具。但是,它很难阅读并且经常被错误地解释。这项研究旨在进一步开展先前的研究,该研究使用了一系列互动问题和提示来指导口译员完成ECG报告过程。该模型被命名为“基于交互式渐进式ECG解释”(IPI)。在这项研究中,在对ECG进行批注分析之后,使用自动诊断建议工具增强了IPI模型。为此,已经创建了一个基于规则的算法,以评估口译员对IPI模型中每个交互式问题的ECG注释。此差异诊断算法(DDA)是使用JavaScript之类的网络技术实现的,并使用现代的设备不可知和语言无关的存储格式(JSON)来定义规则。因此,通过用DDA增强IPI模型,我们假设这将进一步减少解释错误的数量并提高ECG解释的诊断准确性。

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