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
high density