人工智能在减少心脏植入式电子设备的数据洪水中的作用
Danish Bawa1, Rachad Ghazal1, Rajesh Kabra1
1Kansas City Heart Rhythm Institute, HCA Midwest Health, Overland Park, Kansas, USA.
JACC. Advances
|August 29, 2025
概括
人工智能 (AI) 可以帮助管理心脏植入式电子设备 (CIED) 的远程监控 (RM) 的数据洪流. 人工智能在解释RM数据方面表现出与设备技术人员相比较的准确性,灵敏度更高.
科学领域:
- 心脏病学
- 生物医学工程
- 人工智能
背景情况:
- 远程监控 (RM) 是心脏植入式电子设备 (CIED) 的标准.
- 对心脏器械诊所来说,管理来自CIED RM的大量数据是一个重大挑战.
研究的目的:
- 评估人工智能 (AI) 在缓解CIED RM数据洪水中的作用.
- 评估人工智能在支持现有的心脏器械诊所工作人员方面的有效性.
主要方法:
- 从CIED的RM处理人工智能和设备技术人员 (DT) 的比较分析.
- 包括78个美国设备诊所在8个月的数据.
- 通过电生理学家对15%的传输进行随机审查以建立黄金标准.
主要成果:
- 分析了来自74,000多个设备的69万个传输.
- 人工智能处理了28.3%的传输,转发了22.8%的诊所,而DT处理了71.7%并转发了38.5%.
- 与电生理学家的判断相比,人工智能获得了93.8%的准确性,99.1%的灵敏性和93%的特异性.
结论:
- 将人工智能整合到设备诊所的工作流程中可以帮助解释和分类RM数据.
- 人工智能表现出与DT可比的精度,灵敏度提高,但特异性较低.
- 人工智能显示出在CIED远程监控中增加劳动力和管理数据量的潜力.
相关概念视频
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
Cardiomyopathy V: Interprofessional Care
32
Managing cardiomyopathy involves addressing underlying or precipitating causes, treating heart failure with medications, and implementing dietary changes and a balanced exercise and rest regimen.Lifestyle ModificationsCardiomyopathy patients should adopt a low-sodium diet to reduce fluid retention and manage heart failure. A personalized exercise and rest plan helps maintain physical fitness without overstraining the heart. Avoiding alcohol and tobacco is essential to prevent further damage to...
32
Pulse rhythm
925
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...
925


