LGCLAPMLFeb 1, 2018

Classifying medical notes into standard disease codes using Machine Learning

arXiv:1802.00382v112 citations
Originality Synthesis-oriented
AI Analysis

This addresses the need for efficient medical coding in healthcare, but it is incremental as it builds on existing methods.

The authors tackled the problem of automatically classifying patient discharge notes into standard disease codes, finding that Convolutional Neural Networks with Attention outperform previous algorithms in this task.

We investigate the automatic classification of patient discharge notes into standard disease labels. We find that Convolutional Neural Networks with Attention outperform previous algorithms used in this task, and suggest further areas for improvement.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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