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Related Concept Videos

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

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...
Healthcare Agencies I01:18

Healthcare Agencies I

Healthcare agencies provide healthcare services to people. In the United States, voluntary agencies are often non-profit centers sponsored by donations, grants, or fundraisers. One such organization is Meals on Wheels, which provides meals to the elderly and homebound. The American Heart Association and the American Lung Association are other non-profit community organizations. Doctors and nurses are frequently active members of these organizations, which offer health checks and educational...
Healthcare Agencies II01:17

Healthcare Agencies II

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, and lay...
Ethical Standards I01:25

Ethical Standards I

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,...
Purpose of Health Records I01:11

Purpose of Health Records I

The vital purpose of health records is to provide a complete and accurate account of a patient's medical history, including communication, diagnostic and therapeutic orders, care planning, research, and quality review.
Here's a breakdown of how health records serve these purposes:
Legal Guidelines for Documentation01:06

Legal Guidelines for Documentation

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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Related Experiment Videos

Traceability in Federated Learning in Healthcare.

Fu-Sung Kim-Benjamin Tang1, Ana Grönke2, German Sergei3

  • 1Institute for Biomedical Informatics, University of Cologne, Medical Faculty and University Hospital Cologne, Germany.

Studies in Health Technology and Informatics
|May 23, 2026
PubMed
Summary
This summary is machine-generated.

Federated learning (FL) enhances healthcare data privacy but lacks transparency. This review finds blockchain is key for traceability in FL, though healthcare applications and evaluation frameworks need development.

Keywords:
federated learninghealthcaretraceability

Related Experiment Videos

Area of Science:

  • Health Informatics
  • Computer Science
  • Data Science

Background:

  • Federated learning (FL) offers privacy-preserving analytics for distributed healthcare data.
  • Transparency and accountability are crucial for trust in healthcare AI but remain challenging in FL.
  • Traceability is a key component of transparency in federated learning systems.

Purpose of the Study:

  • To systematically review and assess the state of traceability in federated learning within the healthcare domain.
  • To identify current approaches and challenges in achieving transparency through traceability in healthcare FL.

Main Methods:

  • A scoping review following the PRISMA-ScR methodology.
  • Systematic screening of 125 articles across four databases.
  • Inclusion criteria applied to select 53 relevant studies.

Main Results:

  • 77.36% of reviewed articles utilize blockchain technology to enhance traceability.
  • A limited number of studies focus specifically on healthcare applications of FL traceability.
  • Comprehensive evaluation frameworks for traceability in healthcare FL are notably absent.

Conclusions:

  • Blockchain integration shows promise for improving traceability, trust, and auditability in healthcare FL.
  • Further research is needed to develop robust traceability mechanisms and evaluation frameworks tailored for healthcare FL.
  • Enhancing traceability is essential for accountability and clinical adoption of federated learning in healthcare.