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Opinion
Published 16 July 2026
From plug-and-play to institution-calibrated radiology AI: a practical framework for operationalizing local validation, monitoring and governance
Muhammad Awais · Abdul Rehman
Frontiers in Radiology
doi 10.3389/fradi.2026.1902217