An Efficient Method for Deidentifying Protected Health Information in Chinese Electronic Health Records: Algorithm Development and Validation.

Peng Wang Yong Li Liang Yang Simin Li Linfeng Li Zehan Zhao Shaopei Long Fei Wang Hongqian Wang Ying Li Chengliang Wang

Published in: JMIR medical informatics (2022)

Compared to baseline methods, the efficiency advantage of TinyBERT on our proposed augmented data set was kept while the performance improved for the task of Chinese protected health information deidentification.

Keyphrases

health information
electronic health record
social media
clinical decision support
healthcare
adverse drug
machine learning
deep learning
big data
artificial intelligence
neural network