基于可穿戴传感器的辅助技术用于患者健康监测
Nouf Abdullah Almujally1, Danyal Khan2,3, Naif Al Mudawi4
1Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia.
Frontiers in bioengineering and biotechnology
|June 18, 2025
概括
可穿戴设备和机器学习增强了患者健康监测. 这项研究在分析生物信号以获得实时健康见解和个性化护理方面取得了超过94%的准确性.
科学领域:
- 生物医学工程 生物医学工程
- 医疗信息学 医疗信息学
- 机器学习 机器学习
背景情况:
- 可穿戴设备对于持续监测患者健康至关重要.
- 手持技术的进步促进了远程健康数据的收集.
- 整合多模式生物信号为健康评估提供了一个全面的方法.
研究的目的:
- 探索使用先进的生物信号,在日常活动中持续监测患者的健康状况.
- 根据当前的生理测量,预测准确的,实时的健康相关解决方案.
- 研究机器学习在解释复杂的生物信号数据以实现个性化医疗保健方面的有效性.
主要方法:
- 分析了两个已建立的数据集:ScientISST MOVE和mHealth.
- 整合多模式生物信号,以持续监测健康数据.
- 机器学习算法的应用用于数据分类和分析.
主要成果:
- 实现了高分类准确性:mHealth数据集上的94.67%和ScientistST MOVE数据集上的95.12%.
- 在其他关键指标上表现强,包括回忆力,精度和F1分数.
- 验证了机器学习模型在解释复杂生物信号数据方面的有效性.
结论:
- 整合机器学习与生物信号显著提高了实时患者健康数据的解释.
- 这种方法可以实现个性化护理,并有助于智能医疗保健系统的发展.
- 对生物信号的持续监测和先进分析对于积极的健康管理至关重要.
相关概念视频
Holter Monitor: 24-Hour Monitoring
251
Holter monitoring is a continuous electrocardiography (ECG) recording that tracks the heart's electrical activity over an extended period, generally 24 to 48 hours. This noninvasive diagnostic tool detects irregular heart rhythms that may not be captured during a standard ECG performed in a clinical setting.DeviceThe Holter monitor is a portable, small device connected to several electrodes on the patient's chest. These electrodes detect the heart's electrical signals and transmit them to the...
251
Pulse rhythm
924
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...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
924
Issues And Trends In Healthcare Delivery System
5.8K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.8K


