Papers by John-Michael Gamble
Zero-Shot ATC Coding with Large Language Models for Clinical Assessments (2025.naacl-industry)
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| Challenge: | Manual assignment of ATC codes to prescription records is a significant bottleneck in healthcare operations. |
| Approach: | They propose a method to automate the assignment of ATC codes to prescription records . they use locally deployable large language models to guide LLMs through the ontology . |
| Outcome: | The proposed method achieves 78% exact match accuracy with GPT-4o and 60% with Llama 3.1 70B. |