Automatic Estimation of the Most Likely Drug Combination in Electronic Health Records Using the Smooth Algorithm: Development and Validation Study.

Dan Ouchi Maria Giner-Soriano Ainhoa Gómez-Lumbreras Cristina Vedia-Urgell Ferràn Torres Rosa Morros-Pedros

Published in: JMIR medical informatics (2022)

The smooth algorithm is an automated approach that standardizes, simplifies, and improves data processing in drug exposition studies using EHRs. This algorithm can be generalized to almost any pharmacological medication and model the drug exposure to facilitate the detection of treatment switches, discontinuations, and terminations throughout the study period.

Keyphrases

electronic health record
adverse drug
machine learning
deep learning
neural network
clinical decision support
healthcare
big data
artificial intelligence
drug induced
loop mediated isothermal amplification