The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision Making

The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision-Making

In the realm of autonomous healthcare systems, AI algorithms are increasingly being used to make life-critical decisions, such as allocating limited organ transplants. Howe…


This content originally appeared on DEV Community and was authored by Carlos Ruiz Viquez

The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision-Making

In the realm of autonomous healthcare systems, AI algorithms are increasingly being used to make life-critical decisions, such as allocating limited organ transplants. However, these systems often face the daunting challenge of balancing competing priorities, including high-value social utility and individual prognosis scores. To address this conundrum, we need to design a fairness mechanism that ensures equitable allocation of resources while minimizing disparities.

The Complexities of Fairness

Fairness in AI decision-making involves multiple dimensions, including:

  1. Individual fairness: Treating similar patients similarly, regardless of their background or demographics.
  2. Group fairness: Ensuring that certain groups are not systematically disadvantaged or favored in the allocation process.
  3. Distributive fairness: Allocating resources in a way that benefits the greatest number...

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This content originally appeared on DEV Community and was authored by Carlos Ruiz Viquez


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Carlos Ruiz Viquez | Sciencx (2025-09-22T19:55:08+00:00) The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision Making. Retrieved from https://www.scien.cx/2025/09/22/the-ai-governance-conundrum-fairness-in-autonomous-healthcare-decision-making/

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" » The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision Making." Carlos Ruiz Viquez | Sciencx - Monday September 22, 2025, https://www.scien.cx/2025/09/22/the-ai-governance-conundrum-fairness-in-autonomous-healthcare-decision-making/
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" » The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision Making." Carlos Ruiz Viquez | Sciencx [Online]. Available: https://www.scien.cx/2025/09/22/the-ai-governance-conundrum-fairness-in-autonomous-healthcare-decision-making/. [Accessed: ]
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» The AI Governance Conundrum: Fairness in Autonomous Healthcare Decision Making | Carlos Ruiz Viquez | Sciencx | https://www.scien.cx/2025/09/22/the-ai-governance-conundrum-fairness-in-autonomous-healthcare-decision-making/ |

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