识别护士护理活动:一种人工智能方法,采用双向交互式交叉注意力
Lingyu Li1, Haijing Han, Jupo Ma
1Author Affiliations: Department of Neurosurgery, Xi'an International Medical Center Hospital (Ms Li and Ms Han); and School of Artificial Intelligence, Xidian University (Dr Ma), Xi'an, China.
Computers, informatics, nursing : CIN
|July 24, 2025
概括
准确的护理活动识别对于患者护理和资源管理至关重要. 使用双向交互交叉注意力的新人工智能模型显著改善了对这些复杂活动的自动识别.
科学领域:
- 护理信息学 护理信息学
- 医疗保健中的人工智能
- 人与计算机的交互
背景情况:
- 护理护理活动对于患者的安全和结果至关重要,但手册文档容易出现错误和效率低下.
- 对护理活动的准确认可对于绩效评估,资源管理和质量改善至关重要.
- 护理任务的复杂性,受护士和患者行动的影响,挑战了传统的记录方法.
研究的目的:
- 为满足对先进,自动化系统的需求,以准确识别护理活动.
- 提出和评估一种新的人工智能 (AI) 模型,以提高护理活动的认可.
- 通过多式联络数据融合,提高护理活动识别的准确性和上下文理解.
主要方法:
- 开发一种新的AI模型,利用基于变压器架构的双向交互交叉注意力.
- 利用多式联运数据和相互信息交换来获取互补信息.
- 对拟议模型在认可护理护理活动中的表现进行实验性评估.
主要成果:
- 双向交互交叉注意模型在护理活动识别方面表现出色.
- 人工智能模型有效地利用多式联网数据来增强语境理解.
- 实验结果证实了拟议方法在准确识别护理活动方面的优越性.
结论:
- 开发的AI模型显著提高了护理活动识别的准确性.
- 这种进步有可能改善工作量评估,安排和整体护理质量.
- 自动识别系统对于优化护理实践和医疗保健服务至关重要.
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