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H. Ahmad

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Review

Perspectives in Oncology Management and Research

It is suggested that AI systems are commonly performance-validated but insufficiently outcome-verified, which contributes to limited adoption and must be bridged through workflow-native design, prospective clinical validation, interoperable digital infrastructure, and alignment of technological innovation with healthcare system readiness.

Imran Khan, A. Mehreen, Noor Fatima et al. · 0 citations