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Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
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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.
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时空变压器与超图在护理活动识别中

Xinyue Li, Jiaqing Liu, Yu Wang

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |March 5, 2025
    PubMed
    概括

    这项研究引入了一种新的人工智能方法,用于使用骨数据识别护理行为. 超图形变压器网络实现了79.3%的准确性,改善了护士培训和机器人开发.

    科学领域:

    • 计算机科学 计算机科学
    • 人工智能的人工智能
    • 医疗保健技术 技术 医疗保健 技术

    背景情况:

    • 越来越多的老年人口需要增加对护理护理的需求.
    • 护士手动记录是耗时且容易出现错误的.
    • 准确地识别护理活动可以支持护士培训和机器人开发.

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    • 开发一个用于识别护理行为的自动化系统.
    • 为了利用骨数据进行准确的活动识别.
    • 为了减轻护士手动数据记录的负担.

    主要方法:

    • 开发了一种基于超图形变压器的新型网络.
    • 该网络从骨关节数据中提取特征.
    • 该方法仅专注于利用骨数据进行识别.

    主要成果:

    • 拟议的方法实现了79.3%的最先进的精度.
    • 该系统仅使用骨数据证明了它的有效性.
    • 这些结果在护士护理活动认可挑战数据集上得到了验证.

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  • 使用骨架数据的自动护理行动识别是可行的和准确的.
  • 这项技术可以加强护士培训,并促进护理机器人的开发.
  • 超图形变压器网络对未来的医疗保健应用非常有希望.