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Decomposing Error and Style in Automated Clinical Coding

Paper recorded by Signals 4 on 2026-09-21 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-09-21 on arXiv · recorded by Signals 4 on 2026-09-22

Category: cs.CL · 自然语言处理 · first seen 2026-09-22

Abstract

In automated clinical coding, where the label space spans tens of thousands of diagnosis and procedure codes, models are currently evaluated against a single gold annotation, treating any deviation as error. But we find when two teams code the same 110 ACI-Bench encounters, they agree on only 73% of codes (Jaccard similarity) for the same note; even after an independent clinical audit removes erro

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#7 most recent of 212 cs.CL papers we have recorded · ↑ newer: The Copy Ceiling: An Input-Exposure Control for Ontology-Grounded Gene · ↓ older: Extracting Arguments, Not Just Classifying Them: Instruction-Tuned LLM
Cite this page: Decomposing Error and Style in Automated Clinical Coding: the #7 most recent of 212 cs.CL papers we have recorded (as of 2026-09-21). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/decomposing-error-and-style-in-automated-clinical-coding.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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