Assessing the International Transferability of a Machine Learning Model for Detecting Medication Error in the General Internal Medicine Clinic: Multicenter Preliminary Validation Study.

Yen Po Harvey Chin Wenyu Song Chia En Lien Chang Ho Yoon Wei-Chen Wang Jennifer Liu Phung Anh Alex Nguyen Yi Ting Feng Li Zhou Yu Chuan Jack Li David Westfall Bates

Published in: JMIR medical informatics (2021)

Our ML model has good international transferability among US hospital data. Using the federated learning approach with local hospital data could further improve the accuracy of the model.

Keyphrases

machine learning
healthcare
big data
electronic health record
adverse drug
primary care
emergency department
artificial intelligence
acute care
cross sectional
data analysis