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Ethical Standards I01:25

Ethical Standards I

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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,...
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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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Guidelines and Strategies for Safe Computer Charting01:18

Guidelines and Strategies for Safe Computer Charting

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The guidelines and strategies provided by the American Nurses Association (ANA) and the Canadian Nurses Association (CNA) offer essential principles for ensuring safe and secure computer charting systems in healthcare settings. Let's break down each recommendation:
Maintain Confidentiality and Security:
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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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Legal Guidelines for Documentation01:06

Legal Guidelines for Documentation

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The legal guidelines for nursing documentation are essential for ensuring accurate, professional, and ethical recording of patient care. The guidelines are discussed here:
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Ethical Standards II01:23

Ethical Standards II

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Ethical standards are the backbone of nursing practice, guiding nurses as they interact with patients, families, and colleagues. These standards are crucial for providing safe, empathetic care centered on the patient's needs.
Nurses are entrusted with upholding various ethical principles and standards. Nurses forge solid therapeutic relationships using trust, empathy, autonomy, confidentiality, and professional competence.
Confidentiality is crucial, embodying respect for individual privacy...
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Updated: Jun 23, 2025

Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
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Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis

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智能医疗保健系统的安全分析

Mariam Ibrahim1, Abdallah Al-Wadi1, Ruba Elhafiz1

  • 1Department of Mechatronics Engineering, German Jordanian University, Amman 11180, Jordan.

Sensors (Basel, Switzerland)
|June 19, 2024
PubMed
概括

一个新的入侵检测系统 (IDS) 通过使用 honeypot 和整体模型来增强医疗物联网 (IoMT) 的安全性. 这个强大的系统有效地检测和分类对IoMT网络的网络攻击,保护敏感的患者数据.

科学领域:

  • 网络安全 网络安全
  • 医疗信息学 医疗信息学
  • 网络安全 网络安全

背景情况:

  • 医疗事物互联网 (IoMT) 在医疗保健中的整合使得有效的数据分析能够改善患者诊断.
  • 然而,IoMT网络面临着重大安全风险,包括数据泄露和网络流量拦截,危及患者的机密性.
  • 现有的安全措施不足以应对IoMT环境中不断变化的威胁格局.

研究的目的:

  • 开发和评估专门为医疗物联网 (IoMT) 网络设计的强大的入侵检测系统 (IDS).
  • 加强在IoMT生态系统中传输的敏感患者数据的安全性和隐私性.
  • 提高检测针对IoMT基础设施的各种网络攻击的准确性和可靠性.

主要方法:

  • 实施了一种新型的IDS,其中包含一个蜂,以诱骗攻击者并减少攻击表面.
  • 利用整体机器学习方法,结合物流回归和K-近邻算法,以增强检测能力.
  • 使用两种不同的IoMT数据集进行性能评估,其中包括各种攻击类型,包括Man-In-The-Middle (MITM),数据注入和分布式拒绝服务 (DDOS).

主要成果:

  • 拟议的整体IDS在识别和分类IoMT网络中的恶意活动方面表现出高效.
  • 在第一个数据集上达到92.5%的高准确率,在第二个数据集上达到99.54%.
关键词:
人工智能 (AI) 是一种人工智能.深度学习 (DL) 是指深度学习.蜂箱中的蜂蜜医疗事物的互联网 (IoMT)侵入检测系统 (IDS) 是一种入侵检测系统.机器学习 (ML) 是指机器学习.集合方法 集合方法 集合方法良好的健康和福祉.

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  • 第一个数据集的精度为96.74%,第二个数据集的精度为99.228%,表明可靠的攻击检测.

    • 结论:

    • 开发的IDS利用 honeypot 和ensemble模型,为保护IoMT网络提供了强大的解决方案.
    • 整体方法显著提高了医疗保健环境中入侵检测的准确性和精度.
    • 这项研究有助于保护敏感的患者数据,并确保对复杂的网络威胁的IoMT系统的完整性.