top of page

Computer-Assisted Coding (CAC)



Melax Tech has worked with multiple clients to develop CLAMP-based CAC systems for ICD-10 and Hierarchical Condition Category (HCC) Codes to improve reimbursement rates and reduce the manual coding workload. A CAC system typically consists of NLP technology components such as

  • named entity recognition,

  • relation extraction,

  • concept normalization

  • and utilizes both machine learning and rule-based technologies.

Based on the most recent ICD-10 and HCC codes, CAC improves reimbursement rates, and decreases claim denials and appeals.




bottom of page