Automated identification of unstandardized medication data: a scalable and flexible data standardization pipeline using RxNorm on GEMINI multicenter hospital data.

Riley WatersSarah MaleckiSharan LailDenise MakSudipta SahaHae Young JungMohammed Arshad ImritFahad RazakAmol A Verma

Published in: JAMIA open (2023)

GEMINI-RxNorm presents a novel combination of RxNorm tools and other datasets to enable accurate, efficient, flexible, and scalable standardization of pharmacy data. By facilitating efficient manual validation, the GEMINI-RxNorm system can allow researchers to achieve near-perfect accuracy in medication data standardization.

Keyphrases

electronic health record
big data
healthcare
machine learning
adverse drug
clinical trial
deep learning
emergency department
mass spectrometry
double blind