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Adverse Drug Events Detection in Clinical Notes by Jointly Modeling Entities and Relations Using Neural Networks

Drug SafetyPublished 1 January 2019
Bharath Dandala, Venkata Joopudi, Murthy Devarakonda
Citations81
SJR quartileQ1
SJR score1.13
SNIP1.34

TL;DR

It is important to use joint modeling techniques and external resources for effectively detecting ADEs from clinical narratives in electronic health record (EHR) systems while the extraction of entities and relations individually achieved high accuracy, the integrated task still has room for further improvement.

Abstract

It is important to use joint modeling techniques and external resources for effectively detecting ADEs from clinical narratives in electronic health record (EHR) systems. While the extraction of entities and relations individually achieved high accuracy, the integrated task still has room for further improvement.

Keywords

MedicineBiochemistry, Genetics and Molecular BiologyPharmacology, Toxicology and Pharmaceutics