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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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Ethical Issues01:27

Ethical Issues

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Nurses are essential in patient care, upholding the ethical principles of their profession and effectively navigating ethical dilemmas. Neglecting ethical issues can lead to inadequate patient care, compromised therapeutic relationships, and moral distress among healthcare workers.
Ethical Concerns in Healthcare:
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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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Ethics and Bioethics01:22

Ethics and Bioethics

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Ethics is a philosophical study of moral actions. Ethics attempts to determine what is valuable for individuals and society. It examines the rational justification of moral judgments and analyzes what is morally just, fair, and right. Bioethics is a sub-discipline of applied ethics that analyzes the philosophical, social, and legal issues in life sciences and medicine. Ethical theories serve as a foundation for decision-making and represent the viewpoints from which people seek direction. They...
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Standards of Care II01:19

Standards of Care II

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Nurses bear specific legal responsibilities under several federal statutes, including:
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Ethical Dilemmas I01:17

Ethical Dilemmas I

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Ethical dilemmas in nursing are of utmost importance, as they often arise from the tension between adhering to core ethical principles and the practical realities of healthcare delivery. These dilemmas require nurses to navigate complex situations where competing ethical considerations pull them in different directions.
Let us explore some examples to understand the potentially complex moral decisions nurses face.
Take the case of caring for minors, particularly in areas related to reproductive...
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Updated: Jan 6, 2026

Constructing and Visualizing Models using Mime-based Machine-learning Framework
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Constructing and Visualizing Models using Mime-based Machine-learning Framework

Published on: July 22, 2025

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大数据,机器学习和医疗系统中的个性化:伦理问题和新兴的权衡.

Stefano Canali1, Alessandro Falcetta2, Massimo Pavan2

  • 1Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy. stefano.canali@polimi.it.

Science and engineering ethics
|October 13, 2025
PubMed
概括
此摘要是机器生成的。

医疗系统中的大数据和机器学习提供了个性化,但也引发了伦理方面的担忧. 个性化的葡萄糖监测模型揭示了权衡,显示个性化并不总是有益的.

关键词:
人工智能伦理学大数据就是大数据.卫生系统 卫生系统机器学习 机器学习个性化 个性化

相关实验视频

Last Updated: Jan 6, 2026

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科学领域:

  • 医疗信息学 医疗信息学
  • 人工智能的人工智能
  • 数据科学数据科学数据科学

背景情况:

  • 大数据和机器学习 (ML) 在医疗系统中越来越多地被使用.
  • 伦理问题和社会影响被广泛讨论.
  • 医疗保健中的个性化具有显著的前景.

研究的目的:

  • 检查大数据和机器学习在卫生系统中的个性化应用.
  • 识别与个性化健康模型相关的挑战和权衡.
  • 评估个性化是否总是医疗保健的积极发展.

主要方法:

  • 专注于个性化模型的具体应用.
  • 对葡萄糖监测个性化模型的分析.
  • 分析个性化模型用于异常检测.

主要成果:

  • 个性化模型可以引入新的和加剧的问题.
  • 在卫生系统中个性化并非普遍有益.
  • 确定了个性化优势与新出现的问题之间的权衡.

结论:

  • 在卫生系统中追求个性化需要仔细考虑其缺点.
  • 从个性化大数据和机器学习应用中出现了新的伦理问题.
  • 需要采取缓解策略来应对个性化健康模型带来的挑战.