Performance of Natural Language Processing Model in Extracting Information from Free-Text Radiology Reports: A Systematic Review and Meta-Analysis.

The free-text format is widely used in radiology reports for its flexibility of expression; however, its unstructured nature leads to substantial amounts of report data remaining underutilized. A natural language processing (NLP) model for automatic extraction of information from free-text radiology...

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Bibliographic Details
Published in:Journal of Imaging Informatics in Medicine Vol. 39; no. 4; pp. 3639 - 3654
Main Authors: Yang, Qingwen, Jiang, Jiahui, Dong, Xue, Yang, Huai, Wang, Qiuren, Yang, Zhenghan, Yang, Dawei, Liu, Peng
Format: meta analysis research systematic review tables/charts Journal Article
Published: Springer Nature Aug2026
Online Access:View this record in EBSCOhost