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Author

David Yusupov

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Open access Sep 2026

Perspectives on the Limits and Clinical Alignment of Medical AI from Population Statistics to Individual Care

The clinical integration of artificial intelligence has outpaced the development of robust evaluative frameworks, raising critical safety concerns. This perspective establishes a clear taxonomy distinguishing probabilistic language models from deterministic classifiers and applies a multi-dimensional combinatorial mode...

M. Toma, David Yusupov · 1 citation

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