Learning from undercoded clinical records for automated International Classification of Diseases (ICD) coding.

Yucheng Jin Yun Xiong Dan Shi Yifei Lin Lifang HeYao ZhangJoseph M Plasek Li Zhou David Westfall Bates Chunlei Tang

Published in: Journal of the American Medical Informatics Association : JAMIA (2022)

The combination of positive-unlabeled learning with reweighting and supervision provided by the annotation tool is a promising solution to learn from undercoded clinical records.

Keyphrases

machine learning
deep learning
high throughput