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相关概念视频

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

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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...
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Integrated Healthcare System01:20

Integrated Healthcare System

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An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
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Nursing Clinical Information System01:27

Nursing Clinical Information System

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Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
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Health Information Technology and Healthcare Information System01:30

Health Information Technology and Healthcare Information System

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Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
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Healthcare Agencies II01:17

Healthcare Agencies II

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There are various healthcare agencies in the United States—some of which are managed by religious institutions and others by different government branches.
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
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Methods Of Healthcare Delivery System01:26

Methods Of Healthcare Delivery System

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At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
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相关实验视频

Updated: Jun 8, 2025

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WebQuorumChain:一个基于决数的医疗保健学习模式的网络框架.

Xiyan Shao1, Anh Pham2, Tsung-Ting Kuo2,3,4

  • 1UCSD Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA.

Informatics in medicine unlocked
|November 1, 2024
PubMed
概括

WebQuorumChain提供了一个直观,安全的系统,用于医疗保健中的去中心化联合学习. 这种保护隐私的工具简化了跨机构的协作,增强了机器学习应用程序,同时保持了数据安全.

关键词:
临床研究信息系统临床研究信息系统卫生信息基础设施 卫生信息基础设施机器学习是机器学习.预测建模的预测建模.隐私和安全隐私和安全

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科学领域:

  • 医疗保健信息学 医疗保健信息学
  • 机器学习 机器学习
  • 数据安全 数据安全

背景情况:

  • 隐私问题阻碍了医疗保健中的协作机器学习.
  • 分散的联合学习提供了隐私和安全性,但需要复杂的设置.
  • 需要一个直观,用户友好和安全的系统来提高联合学习的利用率.

研究的目的:

  • 开发一个集成的,基于网络的系统,用于医疗保健中的去中心化联合学习.
  • 简化联合学习网络的配置,管理和监控.
  • 促进跨机构合作,同时保护数据隐私.

主要方法:

  • 开发了WebQuorumChain,这是一个基于QuorumChain模式的集成系统.
  • 在使用两个公共卫生数据集的2个站点网络上测试了该系统.
  • 在30个试验中测量了垂直和水平组合的平均AUC和执行时间.

主要成果:

  • 在数据集中实现了一致的高AUC (0.94-0.96).
  • 证明了合理的执行时间 (5-20分钟),包括系统开销.
  • 前端提供实时可视化后端事件日志,与算法进展同步.

结论:

  • WebQuorumChain提供用于网络配置,培训管理和流程检查的视觉工具.
  • 该系统可提供安全的低级流程监控,而不会损害数据隐私.
  • 它保持了预测准确性和效率,通过协作促进医疗保健中的数据驱动发现.