Data & Analytics · Research & Synthesis

Prepare clinical AI training and evaluation environments

Clinical AI training requires more than moving health data into a model pipeline. Research teams need authorized and appropriately de-identified data, provenance, privacy and leakage checks, versioned training/evaluation environments and clinical governance review.