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Updated: May 24, 2025

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从非结构化的荷兰心声回声图报告中提取诊断,使用跨度和文档级别的特征分类.

Bauke Arends1, Melle Vessies2, Dirk van Osch2

  • 1Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands. b.k.o.arends-4@umcutrecht.nl.

BMC medical informatics and decision making
|March 6, 2025
PubMed
概括

从荷兰回声心电图报告中自动提取诊断是可行的,使用先进的机器学习模型,如SpanCategorizer和MedRoBERTa.nl. 这些工具大大减少了手工劳动,提高了临床研究和决策支持的效率.

关键词:
临床自然语言处理 临床自然语言处理文档分类 文档分类 文档分类一个心声回声图 (Echocardiogram) 是一个心声回声图.实体的分类实体的分类.在Span分类中,分类范围是:

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Imaging Studies for Cardiovascular System I:Echocardiography

Cardiac imaging studies encompass a wide range of noninvasive and minimally invasive techniques designed to visualize the heart's structure and function in detail. One such technique is echocardiography, which uses high-frequency ultrasound waves to produce detailed images of the heart, known as echocardiograms.
Indications: Echocardiography is utilized to diagnose heart failure, valve disorders, and myocardial infarction. It also assesses cardiac structures' size, shape, and motion,...
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Echocardiography plays a role in assessing cardiac health and detecting heart conditions, with various types providing critical insights for diagnosis and treatment.
Types of Echocardiography
Transthoracic Echocardiography (TTE)
TTE is the most common type of echocardiogram which involves placing a transducer on the patient's chest, emitting sound waves to create heart images. TTE is invaluable for evaluating the heart's size, structure, and motion, making it particularly useful for...
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