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arXiv cs.LGPaper

Memorisation bias in medical AI

This is real and consequential for anyone deploying medical AI. The bias is not privacy leakage in the traditional sense, it's a subtle accuracy shift on returning patients that could compound clinical errors. If you're building in healthcare, you need to audit for this and document it to regulators. It's the kind of finding that will become a compliance checkbox.