A natural language processing algorithm accurately classifies steatotic liver disease pathology to estimate the risk of cirrhosis.

Marc S ShermanPrasanna K ChallaEric M Przybyszewski Robert M WilechanskyEugenia N Uche-AnyaAshley T OttJessica McGoldrickWolfram GoesslingHamed KhaliliTracey G Simon

Published in: Hepatology communications (2024)

The NLP algorithm accurately scores histological features of MASLD from pathology free-text. This algorithm enabled the construction of a large and high-quality MASLD cohort across a multihospital health care system and disclosed an accelerating risk for cirrhosis based on the index MASLD fibrosis stage.

Keyphrases

machine learning
deep learning
neural network
autism spectrum disorder
smoking cessation