ResetRay Insights

Clinical and scientific perspectives on quantitative medical imaging, medical imaging informatics, clinical AI validation, and the responsible development of computational imaging technologies.

Janus-inspired dual portrait contrasting human radiological interpretation with machine-readable medical imaging analysis, separated by a not-equal symbol.

Medical AI and Clinical Trust

Medical AI Has Changed. Has the Basis of Clinical Trust Kept Pace?

Perspective · Article I of II · 19 July 2026

An evidence-based examination of clinical trust in modern radiology AI, from observer variability and external validation to provenance, interoperability, and lifecycle monitoring.

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Cutaway concept of radiology AI infrastructure with DICOM at the core and the Imaging Semantic Continuity Layer (I-SCL) supporting future AI systems.

Radiology AI and Semantic Continuity

What Will the Next Generation of Radiology AI Be Built On?

Vladimir A. Novikov, MD · Perspective Article | Part II of II · July 2026

Are we investing too narrowly in models while underinvesting in the semantic infrastructure that future systems may need?

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