Advanced Sampling Technique in Radiology Free-Text Data for Efficiently Building Text Mining Models by Deep Learning in Vertebral Fracture

This study aims to establish advanced sampling methods in free-text data for efficiently building semantic text mining models using deep learning, such as identifying vertebral compression fracture (VCF) in radiology reports. We enrolled a total of 27,401 radiology free-text reports of X-ray examina...

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Bibliographic Details

Published in:	Diagnostics
Main Authors:	Wei-Chieh Hung, Yih-Lon Lin, Chi-Wei Lin, Wei-Leng Chin, Chih-Hsing Wu
Format:	Article
Language:	English
Published:	MDPI AG 2024-01-01
Subjects:	sampling method free-text data vector sum vertebral fracture radiology report
Online Access:	https://www.mdpi.com/2075-4418/14/2/137