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An Enriched Unified Medical Language System Semantic Network with a Multiple Subsumption Hierarchy

机译:具有多个包含层次结构的丰富统一医学语言系统语义网络

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>Objective: The Unified Medical Language System's (UMLS's) Semantic Network's (SN's) two-tree structure is restrictive because it does not allow a semantic type to be a specialization of several other semantic types. In this article, the SN is expanded into a multiple subsumption structure with a directed acyclic graph (DAG) IS-A hierarchy, allowing a semantic type to have multiple parents. New viable IS-A links are added as warranted.>Design: Two methodologies are presented to identify and add new viable IS-A links. The first methodology is based on imposing the characteristic of connectivity on a previously presented partition of the SN. Four transformations are provided to find viable IS-A links in the process of converting the partition's disconnected groups into connected ones. The second methodology identifies new IS-A links through a string matching process involving names and definitions of various semantic types in the SN. A domain expert is needed to review all the results to determine the validity of the new IS-A links.>Results: Nineteen new IS-A links are added to the SN, and four new semantic types are also created to support the multiple subsumption framework. The resulting network, called the Enriched Semantic Network (ESN), exhibits a DAG-structured hierarchy. A partition of the ESN containing 19 connected groups is also derived.>Conclusion: The ESN is an expanded abstraction of the UMLS compared with the original SN. Its multiple subsumption hierarchy can accommodate semantic types with multiple parents. Its representation thus provides direct access to a broader range of subsumption knowledge.
机译:>目标:统一医学语言系统(UMLS)的语义网络(SN)的两棵树结构具有限制性,因为它不允许语义类型成为其他几种语义类型的特殊化。本文将SN扩展为具有有向非循环图(DAG)IS-A层次结构的多重包含结构,从而允许语义类型具有多个父级。按照保修要求添加了新的可行IS-A链接。>设计:提出了两种方法来识别和添加新的IS-A可行链接。第一种方法是基于在SN先前显示的分区上强加连通性的特征。在将分区的断开连接的组转换为连接的组的过程中,提供了四种转换以找到可行的IS-A链接。第二种方法通过字符串匹配过程来识别新的IS-A链接,该过程涉及SN中各种语义类型的名称和定义。需要一名域专家来审查所有结果,以确定新IS-A链接的有效性。>结果::向SN添加了19个新IS-A链接,并且还添加了四种新的语义类型创建以支持多重包容框架。生成的网络称为“丰富语义网络(ESN)”,具有DAG结构的层次结构。还导出了包含19个连接组的ESN的分区。>结论:与原始SN相比,ESN是UMLS的扩展抽象。它的多个包含层次结构可以容纳具有多个父级的语义类型。因此,它的表示可以直接访问更广泛的包含知识。

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