Detection of unexpected findings in radiology reports: A comparative study of machine learning approaches

作者：

Highlights：

• Detection of unexpected findings in Spanish radiology reports.

• Machine learning approaches to detecting unexpected findings.

• Natural language processing for automatic detection of unexpected findings.

• Comparative analysis of word embeddings for neural networks in radiology reports.

• Neural network hyperparameters in detecting of unexpected findings in a radiology.

摘要

•Detection of unexpected findings in Spanish radiology reports.•Machine learning approaches to detecting unexpected findings.•Natural language processing for automatic detection of unexpected findings.•Comparative analysis of word embeddings for neural networks in radiology reports.•Neural network hyperparameters in detecting of unexpected findings in a radiology.

论文关键词：Unexpected findings,Natural language processing,Machine learning,Deep learning,Text report classification,Spanish radiology reports

论文评审过程：Received 10 February 2020, Revised 28 May 2020, Accepted 8 June 2020, Available online 18 June 2020, Version of Record 28 June 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113647