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Related Concept Videos

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
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Health Information Technology (HIT)
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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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There are various healthcare agencies in the United States—some of which are managed by religious institutions and others by different government branches.
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Healthcare Agencies I01:18

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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...
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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.
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Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
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From Bench to Bedside: Governing Health Care Artificial Intelligence (AI) through a "True Lifecycle Approach".

Barry Solaiman1

  • 1Affiliate, HMS Center for Bioethics.

American Journal of Law & Medicine
|February 17, 2026
PubMed
Summary

This paper proposes a True Lifecycle Approach (TLA) for regulating artificial intelligence (AI) in healthcare. It emphasizes patient safety and adaptable governance across AI development, approval, and deployment phases.

Keywords:
Artificial intelligenceEthicsGovernanceHealth CareLawLifecycle

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Area of Science:

  • Healthcare Regulation
  • Artificial Intelligence Governance
  • Medical Device Compliance

Background:

  • Current legal structures for AI in healthcare are inadequate and inconsistent.
  • Existing frameworks fail to address the complexities of AI across its lifecycle.
  • There is a need for a comprehensive regulatory approach focused on patient safety.

Purpose of the Study:

  • To propose a True Lifecycle Approach (TLA) for regulating artificial intelligence (AI) in healthcare.
  • To expand the TLA framework with practical insights for governing healthcare AI.
  • To provide models for global implementation using examples from Qatar, Saudi Arabia, and the UAE.

Main Methods:

  • Analysis of AI lifecycle phases: research and development, approval, and deployment.
  • Review of existing medical device frameworks and their applicability to AI.
  • Examination of pioneering regulatory examples from Qatar, Saudi Arabia, and the UAE.

Main Results:

  • Identified governance gaps across the AI lifecycle in healthcare.
  • Highlighted the need for robust guidelines and certification in R&D.
  • Emphasized the necessity for tailored regulations for AI approval and deployment.

Conclusions:

  • Existing legal structures are insufficient for comprehensive AI regulation in healthcare.
  • A broader regulatory approach focusing on patient safety throughout the AI lifecycle is essential.
  • The TLA offers a practical framework for governing healthcare AI globally.