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20212024
most citedA Unified Review of Deep Learning for Automated Medical Coding

37 citations · 73 across the 7 of their papers we have counts for

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6 papers · 1 filter

cs.CL2024

DMON: A Simple yet Effective Approach for Argument Structure Learning

Wei Sun, Mingxiao Li, Jingyuan Sun +2

Argument structure learning~(ASL) entails predicting relations between arguments. Because it can structure a document to facilitate its understanding, it has been widely applied in…

cs.CL2023

Generating Explanations in Medical Question-Answering by Expectation Maximization Inference over Evidence

Wei Sun, Mingxiao Li, Damien Sileo +2

Medical Question Answering~(medical QA) systems play an essential role in assisting healthcare workers in finding answers to their questions. However, it is not sufficient to merel…

cs.CL2023★ 1 cited

Content Reduction, Surprisal and Information Density Estimation for Long Documents

Shaoxiong Ji, Wei Sun, Pekka Marttinen

Many computational linguistic methods have been proposed to study the information content of languages. We consider two interesting research questions: 1) how is information distri…

cs.CL2022★ 37 cited

A Unified Review of Deep Learning for Automated Medical Coding

Shaoxiong Ji, Wei Sun, Xiaobo Li +6

Automated medical coding, an essential task for healthcare operation and delivery, makes unstructured data manageable by predicting medical codes from clinical documents. Recent ad…

cs.CL2021★ 17 cited

Multitask Balanced and Recalibrated Network for Medical Code Prediction

Wei Sun, Shaoxiong Ji, Erik Cambria +1

Human coders assign standardized medical codes to clinical documents generated during patients' hospitalization, which is error-prone and labor-intensive. Automated medical coding…

cs.CL2021★ 12 cited

Multitask Recalibrated Aggregation Network for Medical Code Prediction

Wei Sun, Shaoxiong Ji, Erik Cambria +1

Medical coding translates professionally written medical reports into standardized codes, which is an essential part of medical information systems and health insurance reimburseme…