Papers by Kyle Tegtmeyer
CPTCoder: A Reliable LLM System for Medical Procedure Code Prediction (2026.acl-demo)
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| Challenge: | Clinical procedure coding is an extreme multi-label classification problem . CPTCoder predicts standardized medical procedure codes from clinical text . |
| Approach: | a new human-in-the-loop system predicts standardized medical procedure codes from clinical text. |
| Outcome: | CPTCoder outperforms baseline system by 12 and 5 points in a clinical procedure classification problem. |
MedTutor: A Retrieval-Augmented LLM System for Case-Based Medical Education (2025.emnlp-demos)
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Dongsuk Jang, Ziyao Shangguan, Kyle Tegtmeyer, Anurag Gupta, Jan T Czerminski, Sophie Chheang, Arman Cohan
| Challenge: | Existing educational tools for medical residents are time-consuming and inconsistent. |
| Approach: | They propose a system that generates educational content and multiple-choice questions from clinical case reports and a pipeline that takes clinical case report input and produces targeted educational materials. |
| Outcome: | The system generates educational content and multiple-choice questions from clinical case reports and synergizes with local knowledge base to ensure it is foundationally sound and current. |