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Jun, 2021
自动ICD编码的诊断标签相关性建模
Modeling Diagnostic Label Correlation for Automatic ICD Coding
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Shang-Chi Tsai, Chao-Wei Huang, Yun-Nung Chen
TL;DR
提出一个两阶段的框架,通过捕捉标签相关性来提高自动ICD编码,利用标签集分布估计器和基准预测器来生成每个标签集候选项的概率,并重排序,以解决测量标签相关性的问题。
Abstract
Given the clinical notes written in
electronic health records
(EHRs), it is challenging to predict the diagnostic codes which is formulated as a
multi-label classification
task. The large set of labels, the hiera
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