Exploring the performance and explainability of fine-tuned BERT models for neuroradiology protocol assignment

Abstract Background Deep learning has demonstrated significant advancements across various domains. However, its implementation in specialized areas, such as medical settings, remains approached with caution. In these high-stake environments, understanding the model's decision-making process is...

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Bibliographic Details
Main Authors: Salmonn Talebi, Elizabeth Tong, Anna Li, Ghiam Yamin, Greg Zaharchuk, Mohammad R. K. Mofrad
Format: Article
Language:English
Published: BMC 2024-02-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Online Access:https://doi.org/10.1186/s12911-024-02444-z