What question did this study set out to answer?

To assess the performance of a dual framework for automating nerve conduction study interpretation.

April 16, 2026

Dual Component Framework Approach for Automated Nerve Conduction Study Interpretation: Rule‐Based Coding and Fine‐Tuned Language Model

HYHojin YoonKorea University YKYong Wook KimON Semiconductor (United States)YKY.H. KimKorea University

Key Points

To assess the performance of a dual framework for automating nerve conduction study interpretation.
Developed a dual component framework combining rule-based coding and a language model.
Performed testing on internal data.
Evaluated accuracy across major diagnostic categories.
Achieved performance comparable to junior neurophysiologists.
Exhibited robust accuracy in diagnosing categories.
Streamlined complex parameter calculations.

Abstract

This dual framework demonstrates performance comparable to junior neurophysiologists on internal test data, with robust accuracy across major diagnostic categories, streamlining complex parameter calculations and generating diagnostic reports with clinical rationales. Future directions include multicenter and external validation.

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