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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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Health Information Technology and Healthcare Information System01:30

Health Information Technology and Healthcare Information System

825
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
825
Distribution Reliability and Automation01:25

Distribution Reliability and Automation

107
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
107
Nursing Clinical Information System01:27

Nursing Clinical Information System

765
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:
765
Ethical Standards I01:25

Ethical Standards I

793
The American Nurses Association (ANA) created and implemented the first nationally accepted Code of Ethics for Nurses with Interpretive Statements. The Code of Ethics is a living document regularly updated by the ANA and establishes an ethical standard that is non-negotiable for nurses in all roles and settings.
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
793
Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

5.6K
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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相关实验视频

Updated: Jun 24, 2025

Data Communication Based on MQTT in a Polymer Extrusion Process
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Data Communication Based on MQTT in a Polymer Extrusion Process

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XAI驱动的智能IoMT安全数据管理框架

Wei Liu, Feng Zhao, Lewis Nkenyereye

    IEEE journal of biomedical and health informatics
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    此摘要是机器生成的。

    本研究介绍了一种结合区块链和可解释AI (XAI) 的新型框架,用于安全的医疗物联网 (IoMT) 数据管理. 它增强了医疗保健系统中的数据安全,隐私和异常检测.

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    科学领域:

    • 计算机科学 计算机科学
    • 医疗信息学 医疗信息学
    • 网络安全 网络安全

    背景情况:

    • 医疗物联网 (IoMT) 提供了变革性的医疗保健功能,如远程监控和诊断.
    • 然而,医疗数据的敏感性质引发了严重的安全和隐私问题,阻碍了IoMT的广泛采用.
    • 现有的解决方案往往缺乏用于安全数据交易和智能威胁检测的强有力的机制.

    研究的目的:

    • 提出使用区块链和可解释的人工智能 (XAI) 进行安全,智能和透明的IoMT数据管理的综合框架.
    • 提高IoMT数据交易和异常检测系统的安全性,隐私性和弹性.
    • 确保IoMT生态系统内的数据完整性和参与者权利.

    主要方法:

    • 实现了双链区块链架构,用于安全的IoMT数据交易和交易,利用感知哈希技术来确认数据权限.
    • 采用双向简单的反复单位来建模医疗时间序列数据以检测异常和网络威胁,解决消失梯度问题.
    • 开发了基于局部可解释模型-不可知解释 (LIME) 的对抗性样本生成方法,以评估,保护和改善异常检测模型的可解释性和弹性.

    主要成果:

    • 拟议的框架在安全数据管理方面表现出很高的表现,在模拟中表现优于现有的基准.
    • 双链区块链有效地确保了IoMT数据交易和交易的安全性和隐私.
    • 集成XAI提高了异常检测模型的准确性,可解释性和对抗敌对攻击的稳定性.

    结论:

    • 集成的区块链和XAI框架为管理敏感的IoMT数据提供了一个安全,智能和透明的解决方案.
    • 这种方法有效地解决了IoMT中关键的安全和隐私挑战,为加强医疗保健铺平了道路.
    • 该框架的经过验证的性能和弹性为未来的IoMT安全和数据管理策略提供了有希望的方向.