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Versioning computer-interpretable guidelines: Semi-automatic modeling of 'Living Guidelines' using an information extraction method

机译:对计算机可解释的指南进行版本控制:使用信息提取方法对“生活指南”进行半自动建模

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Objective: Clinical practice guidelines (CPGs) are means to provide evidence-based medical knowledge. In order to make up-to-date "best" scientific evidence available these documents need to be updated on an ongoing basis. An effective method to accomplish this aim is offered by the so-called "living guidelines": Living guidelines are documents presenting up-to-date and state-of-the-art knowledge to practitioners. To have guidelines implemented by computer-support they have to be formalized in a computer-interpretable form in a first step. Due to the complexity of such formats the formalization process is burdensome and time-consuming. Automating parts of the modeling process and, consequently, modeling updates of these guideline documents are demanded.rnMethods and material: The LASSIE methodology supports this task by formalizing guidelines in several steps from the textual form to the guideline representation language Asbru using a document-centric approach. LASSIE uses information extraction techniques to semi-automatically accomplish these steps. We apply LASSIE to support the implementation of living guidelines.rnResults: Based on a living guideline published by the Scottish Intercollegiate Guidelines Network (SIGN) we show that adaptations of previously formalized guidelines can be accomplished easily and fast. Thereby, the different versions of guideline documents are compared and updates are identified. Due to the traceable formalization method of linking text parts and their corresponding formal models, we are able to inherit unchanged models from previously formalized versions. Thus, we only need tornformalize updated text parts using the semi-automatic formalization method LASSIE. Conclusion: We propose a simple, time-saving, but effective method called LASSIE to formalize new guideline versions of previously formalized CPGs. Furthermore, models that have been added or modified by knowledge engineers in previous versions can also be transferred easily. This will result in a faster implementation of new guideline versions also known as living guidelines to provide up-to-date knowledge necessary for accomplishing the daily work of health care professionals.
机译:目的:临床实践指南(CPG)是提供循证医学知识的手段。为了提供最新的“最佳”科学证据,需要不断更新这些文档。所谓的“生活指南”提供了一种实现这一目标的有效方法:生活指南是向从业者介绍最新知识和最新知识的文件。要使准则由计算机支持来实施,第一步必须以计算机可解释的形式将其形式化。由于这种格式的复杂性,形式化过程既麻烦又费时。自动化建模过程的一部分,因此需要对这些指南文档进行建模更新。方法和材料:LASSIE方法论通过使用文本为中心的从文本形式到指南表示语言Asbru的多个步骤形式化指南来支持此任务方法。 LASSIE使用信息提取技术来半自动完成这些步骤。我们使用LASSIE来支持生活指南的实施。结果:根据苏格兰大学间指南网络(SIGN)发布的生活指南,我们证明可以轻松,快速地完成对先前正式指南的改编。因此,比较了指南文件的不同版本并确定了更新。由于链接文本部分及其相应形式模型的可追溯形式化方法,我们能够从先前形式化的版本中继承未改变的模型。因此,我们只需要使用半自动形式化方法LASSIE对更新的文本部分进行形式化。结论:我们提出了一种简单,省时但有效的方法,称为LASSIE,以对先前形式化的CPG的新指南版本进行形式化。此外,知识工程师在先前版本中添加或修改的模型也可以轻松转移。这将导致新指南版本(也称为生活指南)的更快实施,以提供完成医疗保健专业人员的日常工作所必需的最新知识。

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