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RESEARCH28

Fairboard: a quantitative framework for equity assessment of healthcare models

arXiv CS.LGΒ·April 14, 2026

This research introduces Fairboard, a framework for equity assessment of AI medical devices, evaluating 18 brain tumour segmentation models. It reveals that patient-specific clinical factors explain more performance variance than model choice, highlighting the need for more robust equity assessments in AI healthcare.

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