Towards Automatic ICD Coding via Knowledge Enhanced Multi-Task Learning

Author:

Li Xinhang1ORCID,Zhao Xiangyu2ORCID,Zhang Yong1ORCID,Xing Chunxiao1ORCID

Affiliation:

1. Tsinghua University, Beijing, China

2. City University of Hong Kong, Hong Kong, Hong Kong

Funder

CityU - HKIDS Early Career Research Grant

CCF-Tencent Open Fund

Hong Kong ITC Innovation and Technology Fund Midstream Research Programme for Universities Project

Ant Group Research Fund

SIRG - CityU Strategic Interdisciplinary Research Grant

National Social Science Fund of China

CCF-Ant Research Fund

Tencent Rhino-Bird Focused Research Fund

Huawei Innovation Research Program

APRC - CityU New Research Initiatives

Publisher

ACM

Reference63 articles.

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2. Alan R. Aronson , Olivier Bodenreider , Dina Demner-Fushman , Kin Wah Fung , Vivian K. Lee, James G. Mork, Auré lie Né vé ol, Lee B. Peters, and Willie J. Rogers. 2007 . From indexing the biomedical literature to coding clinical text: experience with MTI and machine learning approaches. In BioNLP @ACL. 105--112. Alan R. Aronson, Olivier Bodenreider, Dina Demner-Fushman, Kin Wah Fung, Vivian K. Lee, James G. Mork, Auré lie Né vé ol, Lee B. Peters, and Willie J. Rogers. 2007. From indexing the biomedical literature to coding clinical text: experience with MTI and machine learning approaches. In BioNLP@ACL. 105--112.

3. An overview of MetaMap: historical perspective and recent advances

4. Tal Baumel , Jumana Nassour-Kassis , Raphael Cohen , Michael Elhadad , and Noemie Elhadad . 2018 . Multi-label classification of patient notes: case study on ICD code assignment . In AAAI Workshop. Tal Baumel, Jumana Nassour-Kassis, Raphael Cohen, Michael Elhadad, and Noemie Elhadad. 2018. Multi-label classification of patient notes: case study on ICD code assignment. In AAAI Workshop.

5. Elena Birman-Deych , Amy D Waterman , Yan Yan , David S Nilasena , Martha J Radford , and Brian F Gage . 2005. Accuracy of ICD-9-CM codes for identifying cardiovascular and stroke risk factors. Medical care ( 2005 ), 480--485. Elena Birman-Deych, Amy D Waterman, Yan Yan, David S Nilasena, Martha J Radford, and Brian F Gage. 2005. Accuracy of ICD-9-CM codes for identifying cardiovascular and stroke risk factors. Medical care (2005), 480--485.

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