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VisualCheXbert: Addressing the Discrepancy Between Radiology Report Labels and Image Labels [article]

Saahil Jain, Akshay Smit, Steven QH Truong, Chanh DT Nguyen, Minh-Thanh Huynh, Mudit Jain, Victoria A. Young, Andrew Y. Ng, Matthew P. Lungren, Pranav Rajpurkar
2021 pre-print
We develop and evaluate methods to produce labels from radiology reports that have better agreement with radiologists labeling images.  ...  We also find that VisualCheXbert better agrees with radiologists labeling chest X-ray images than do radiologists labeling the corresponding radiology reports by an average F1 score across several medical  ...  ACKNOWLEDGMENTS We would like to acknowledge the Stanford Machine Learning Group (stanfordmlgroup.github.io) and the Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI.stanford.edu  ... 
doi:10.1145/3450439.3451862 arXiv:2102.11467v1 fatcat:kfpwyegvvrd75g6efqtvde5qke