Precision Structuring of Free-Text Surgical Record for Enhanced Stroke Management: A Comparative Evaluation of Large Language Models

LLMs, particularly GLM4 and GPT-4, efficiently and accurately structured both general and advanced characteristics from MTB surgical record, outperforming manual extraction methods and demonstrating potential for enhancing clinical data management in AIS treatment.

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Publication Details

Journal
Journal of Multidisciplinary Healthcare
Published
2024-11-01
DOI
https://doi.org/10.2147/jmdh.s486449
Citations
6
Primary Topic
Clinical practice guidelines implementation
Type
article
Field-Weighted Citation Impact
3.26

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article

Precision Structuring of Free-Text Surgical Record for Enhanced Stroke Management: A Comparative Evaluation of Large Language Models

Yuehua Li, Bin Yan, Yao Zeng, Mengfei Wang et al.
6 citations
Journal of Multidisciplinary Healthcare
Clinical practice guidelines implementation
3.26
article

Precision Structuring of Free-Text Surgical Record for Enhanced Stroke Management: A Comparative Evaluation of Large Language Models

Yuehua Li, Bin Yan, Yao Zeng, Mengfei Wang, Lisong Dai, Xiaoer Wei, Yueqi Zhu, Jianyong Wei, Yidong Jin
article en
6 citations

Abstract

LLMs, particularly GLM4 and GPT-4, efficiently and accurately structured both general and advanced characteristics from MTB surgical record, outperforming manual extraction methods and demonstrating potential for enhancing clinical data management in AIS treatment.

Journal of Multidisciplinary HealthcareVol. Volume 17
University of Shanghai for Science and Technology (CN), Shenyang University of Technology (CN), Shanghai Jiao Tong University (CN), Shanghai Sixth People's Hospital (CN)
DeepMind, National Natural Science Foundation of China
Quality Education
Openalex Percentile: Top 7%
Clinical practice guidelines implementation
3.26
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Precision Structuring of Free-Text Surgical Record for Enhanced Stroke Management: A Comparative Evaluation of Large Language Models — Yuehua Li, Bin Yan, et al. · Journal of Multidisciplinary Healthcare (2024) | TGRS Research Map | TGRS