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OC-2-KB: A software pipeline to build an evidence-based obesity and cancer knowledge base

机译:OC-2-KB:一种构建基于证据的软件管道和癌症知识库

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Obesity has been linked to several types of cancer. Access to adequate health information activates people's participation in managing their own health, which ultimately improves their health outcomes. Nevertheless, the existing online information about the relationship between obesity and cancer is heterogeneous and poorly organized. A formal knowledge representation can help better organize and deliver quality health information. Currently, there are several efforts in the biomedical domain to convert unstructured data to structured data and store them in Semantic Web knowledge bases (KB). In this demo paper, we present, OC-2-KB (Obesity and Cancer to Knowledge Base), a system that is tailored to guide the automatic KB construction for managing obesity and cancer knowledge from free-text scientific literature (i.e., PubMed abstracts) in a systematic way. OC-2-KB has two important modules which perform the acquisition of entities and the extraction then classification of relationships among these entities. We tested the OC-2-KB system on a data set with 23 manually annotated obesity and cancer PubMed abstracts and created a preliminary KB with 765 triples. We conducted a preliminary evaluation on this sample of triples and reported our evaluation results.
机译:肥胖与几种类型的癌症有关。获得充足的健康信息激活人们参与管理自己的健康,最终提高了他们的健康结果。尽管如此,关于肥胖与癌症之间关系的现有在线信息是异构的,有些组织的。正式知识表示可以帮助更好地组织和提供优质的健康信息。目前,生物医学域中有几项努力将非结构化数据转换为结构化数据并将其存储在语义Web知识库(KB)中。在这个演示文章中,我们展示了OC-2-KB(肥胖症和知识库),这是一种根据自由文本科学文学管理肥胖和癌症知识的自动KB建设量身定制的系统(即PubMed Abstracts )以系统的方式。 OC-2-KB有两个重要的模块,该模块执行实体的获取和提取,然后进行这些实体之间的关系。我们在带有23个手动注释的肥胖症和癌症的数据集的数据集上测试了OC-2-KB系统,并为765个三元组创建了初步KB。我们对这一三体样本进行了初步评估,并报告了我们的评估结果。

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