A New Dataset for Summarizing Radiology ReportsDownload PDF

Anonymous

16 Nov 2021 (modified: 05 May 2023)ACL ARR 2021 November Blind SubmissionReaders: Everyone
Abstract: The radiology report summary is an important technology in smart healthcare. Compared with medical image processing and disease recognition which have been comprehensively studied, the research on radiology report summary is much limited, which is mainly due to the lack of a high-quality benchmark dataset. In this paper, we present a dataset called CRRsum for radiology report summary, where it is constructed from over 10K real radiology reports that contain diagnostic findings and diagnostic opinions. We perform extensive evaluation with the current state-of-the-art methods for radiology report summary on the proposed dataset. An extensive evaluation is performed with the current state-of-the-art methods for radiology report summary on our proposed dataset. Our experiments reveal the challenges of radiology report summary and provide many opportunities for research going forward. We also show that the CRRsum can be used in medical classification to facilitate the research in this task.
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