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Evidence record 9967 · automatically gathered

Governing Healthcare AI in the Real World: How Fairness, Transparency, and Human Oversight Can Coexist: A Narrative Review

Artificial intelligence (AI) is rapidly shifting from experimental pilots to mainstream clinical infrastructure, redefining how evidence, accountability, and ethics intersect in healthcare. This narrative review integrates insights from peer-reviewed studies and policy frameworks to examine seven cross-cutting aspects: bias and fairness, explainability, safety and quality, privacy and data protection, accountability and liability, human oversight, and procurement and deployment. Findings reveal

Record details

Published: 6 February 2026
Source: OpenAlex
Category: Research
Topics: Bias & fairness · Regulation · Privacy · Healthcare
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Regulation

Ethical Fairness in Ubiquitous Health Sensing without Known Attributes

arXiv · 10 March 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms

arXiv · 16 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

A Computational Ethical Framework for Financial Digital Phenotyping for Mental Health

arXiv cs.CY · 28 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Shaping the Future of Healthcare: Ethical Clinical Challenges and Pathways to Trustworthy AI

OpenAlex · 27 February 2025

Shared topic: Bias & fairness · Shared topic: Regulation

AI Ethics: Integrating Transparency, Fairness, and Privacy in AI Development

OpenAlex · 7 February 2025

Shared topic: Bias & fairness · Shared topic: Privacy

Reimagining psychiatric care with agentic AI: promise, challenges, and a roadmap forward

OpenAlex · 16 February 2026

How to cite this record

ethics.ai (6 February 2026), “Governing Healthcare AI in the Real World: How Fairness, Transparency, and Human Oversight Can Coexist: A Narrative Review,” evidence record 9967, https://ethics.ai/record/9967 (originally published by OpenAlex).

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