Evaluating real-world deployment of an HL7-CDA-aligned LLM for ICD-10-CM coding
Hong-Jie Dai, Zheng-Hao Li, An-Tai Lu, Min-I Su, Bo-Tsz Shain, Ming-Ta Li, Li-Li Wang, Kuang-Te Wang, Pei-Kang Liu, Vu Thinh Doan, Ming-Ju Tsai · 2026
Read Evaluating real-world deployment of an HL7-CDA-aligned LLM for ICD-10-CM coding by Hong-Jie Dai, Zheng-Hao Li, An-Tai Lu, Min-I Su, Bo-Tsz Shain, Ming-Ta Li, Li-Li Wang, Kuang-Te Wang, Pei-Kang Liu, Vu Thinh Doan, Ming-Ju Tsai (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13385930.txt.
Description
Reliable ICD-10-CM coding remains a major operational burden in hospitals, and the real-world performance of AI systems for this task is poorly understood. We developed and deployed a modular, clinically grounded pipeline that combines principled base-model selection, redundancy-aware training, and HL7-aligned section prompts to support scalable ICD-10-CM coding across heterogeneous documentation environments.
Catalog record
| CREATOR | Hong-Jie Dai, Zheng-Hao Li, An-Tai Lu, Min-I Su, Bo-Tsz Shain, Ming-Ta Li, Li-Li Wang, Kuang-Te Wang, Pei-Kang Liu, Vu Thinh Doan, Ming-Ju Tsai |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 71 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |