Evaluating the performance of Generative Pre-trained Transformer-4 (GPT-4) in standardizing radiology reports.

Amir M HasaniShiva SinghAryan ZahergivarBeth RyanDaniel NethalaGabriela BravomontenegroNeil MendhirattaMark BallFaraz FarhadiAshkan A Malayeri

Published in: European radiology (2023)

• Large language model-generated radiology reports exhibited high content similarity and moderate structural resemblance to radiologist-generated reports. • Performance metrics highlighted the strong matching of word selection and order, as well as high semantic similarity between AI and radiologist-generated reports. • Large language model demonstrated potential for generating standardized radiology reports, improving efficiency and communication in clinical settings.

Keyphrases

artificial intelligence
adverse drug
autism spectrum disorder
emergency department
deep learning
high intensity