XAI for High-Stakes Decisions: Extra-Specification Requirements for Critical AI

May 17, 2026Open Access

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Key Points

The article aims to identify additional specification requirements for explainable AI (XAI) in high-stakes decision contexts.
Literature review of existing frameworks on XAI requirements.
Analysis of case studies involving critical AI applications.
Development of a framework addressing ethical considerations and transparency in AI.
Identified five key extra-specification requirements for XAI in high-stakes contexts.
Demonstrated that improved transparency contributes to increased trust in AI systems.
Highlighted the need for ethical considerations to protect stakeholder interests.

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Research article explores extra-specification needs for ethical AI decisions in critical situations, implying enhanced transparency is necessary.

Research article: XAI for High-Stakes Decisions: Extra-Specification Requirements for Critical AI

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Ivchenko et al. (2026) studied this question.

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