Assigning diagnosis codes using medication history
作者：
Highlights：
• Utilizing medication history to assign multiple diagnosis codes is a promising technique.
• Its performance is comparable to text-based methods (F-1 score of 0.7 in a Top-10 setting).
• The technique is language agnostic and can work with different coding schemes.
• Using a hierarchically-aware loss function improves performance consistently.
摘要
•Utilizing medication history to assign multiple diagnosis codes is a promising technique.•Its performance is comparable to text-based methods (F-1 score of 0.7 in a Top-10 setting).•The technique is language agnostic and can work with different coding schemes.•Using a hierarchically-aware loss function improves performance consistently.
论文关键词：Diagnosis assignment,Patient profiling,Medication,Machine learning
论文评审过程：Received 12 April 2021, Revised 31 March 2022, Accepted 16 April 2022, Available online 20 April 2022, Version of Record 25 April 2022.
论文官网地址：https://doi.org/10.1016/j.artmed.2022.102307
