A Comprehensive Typing System for Information Extraction from Clinical Narratives

Author:

Caufield J. HarryORCID,Zhou Yichao,Bai Yunsheng,Liem David A.,Garlid Anders O.,Chang Kai-Wei,Sun Yizhou,Ping Peipei,Wang Wei

Abstract

AbstractWe have developed ACROBAT (Annotation for Case Reports using Open Biomedical Annotation Terms), a typing system for detailed information extraction from clinical text. This resource supports detailed identification and categorization of entities, events, and relations within clinical text documents, including clincal case reports (CCRs) and the free-text components of electronic health records. Using ACROBAT and the text of 200 CCRs, we annotated a wide variety of real-world clinical disease presentations. The resulting dataset, MACCROBAT2018, is a rich collection of annotated clinical language appropriate for training biomedical natural language processing systems.

Publisher

Cold Spring Harbor Laboratory

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