A keyphrase-based approach for interpretable ICD-10 code classification of Spanish medical reports

作者：

Highlights：

• Novel approach for recommending ICD-10 codes to Electronic Health Records.

• Statistically based extraction of keyphrases related to ICD-10 codes.

• Extreme multilabel classification problem.

• Highly interpretable results, competitive with state-of-the-art approaches.

摘要

•Novel approach for recommending ICD-10 codes to Electronic Health Records.•Statistically based extraction of keyphrases related to ICD-10 codes.•Extreme multilabel classification problem.•Highly interpretable results, competitive with state-of-the-art approaches.

论文关键词：Medical records,ICD-10 codes,Keyphrase extraction,Interpretability

论文评审过程：Received 21 September 2020, Revised 14 September 2021, Accepted 14 September 2021, Available online 22 September 2021, Version of Record 29 September 2021.

论文官网地址：https://doi.org/10.1016/j.artmed.2021.102177