Deep Learning Approach for Negation and Speculation Detection for Automated Important Finding Flagging and Extraction in Radiology Report: Internal Validation and Technique Comparison Study.

Kung-Hsun Weng Chung-Feng Liu Chung-Feng Liu

Published in: JMIR medical informatics (2023)

The ALBERT deep learning method showed the best performance. Our results represent a significant advancement in the clinical applications of computer-aided notification systems.

Keyphrases

deep learning
artificial intelligence
convolutional neural network
machine learning
loop mediated isothermal amplification
real time pcr
sensitive detection