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开发和转移学习的自我注意力模型的主要不良心血管事件预测跨医院的发展和转移学习

Yunha Kim1, Heejun Kang2, Hyeram Seo3

  • 1Department of Medical Science, Asan Medical Center, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, 88, Olympicro 43gil, Songpagu, Seoul, 05505, Republic of Korea.

Scientific reports
|October 8, 2024
PubMed
概括

这项研究引入了一种先进的AI模型,使用电子健康记录来提前三年预测主要不良心血管事件 (MACE). 该模型提高了预测准确度,有助于对心血管健康的早期干预.

关键词:
心血管疾病是什么心血管疾病功能选择 功能选择多个来源的数据数据.风险预测风险预测转移学习转移学习

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Errors occurring during blood pressure monitoring01:25

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Blood pressure monitoring is a crucial clinical procedure in diagnosing and managing various cardiovascular conditions. Despite its significance, the accuracy of blood pressure measurements can be compromised by multiple factors, potentially leading to either falsely high or low readings. These inaccuracies are critical as they can significantly impact patient care. So, it is vital to understand these challenges deeply and adopt strategic approaches to minimize errors.
Several factors...
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Pulse rhythm

Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
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