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Creating Consistent Diagnoses List for Developmental Disorders Using UMLS

机译:使用UMLS为发育障碍创建一致的诊断列表

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摘要

In the field of developmental disorders, there is no commonly accepted medical vocabulary. Vocabularies, such as ICD-10, are unsatisfying to clinicians, who try to create their own diagnostic lists. This results in inconsistency in the terms used in clinical practice. When attempting to apply automatic computational methods on patients' data, the need for common consistent diagnoses list arises. To this end, we mapped a set of different diagnoses used in clinical practice to UMLS - a well-known Unified Medical Language System that organizes and unifies over 100 vocabularies. Diagnoses that were defined by different terms and were mapped to one concept at UMLS were joined as synonyms. Concepts that were not found at UMLS were mapped to the closest concept found. We found that SNOMED-CT is the most comprehensive vocabulary (85.7% term coverage) in UMLS. We propose a framework that, when applied on inconsistent manually constructed set of diagnoses, leads to minimal and consistent set of diagnostic terms.
机译:在发育障碍领域,没有公认的医学词汇。诸如ICD-10之类的词汇令尝试创建自己的诊断列表的临床医生不满意。这导致临床实践中使用的术语不一致。当尝试对患者数据应用自动计算方法时,就需要建立通用的一致诊断列表。为此,我们将一套在临床实践中使用的不同诊断方法映射到UMLS,UMLS是一个著名的统一医学语言系统,可以组织和统一100多个词汇。由不同术语定义并在UMLS上映射到一个概念的诊断被合并为同义词。在UMLS中找不到的概念被映射到找到的最接近的概念。我们发现SNOMED-CT是UMLS中最全面的词汇(术语覆盖率达85.7%)。我们提出了一个框架,当将其应用于不一致的手动构建的诊断集时,将导致诊断术语的数量最少且一致。

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