Frame the scientific output
Prediction, atlas construction and research workflow are different Missions.
Qualified scientific ownerDataset and cohort boundaryConnect a research question to models, datasets, tools, provenance and qualified scientific review.
Prediction, atlas construction and research workflow are different Missions.
Qualified scientific ownerDataset and cohort boundaryProcess redesign, existing-system optimization, bounded rules, AI augmentation and automation compete on evidence and economics.
No automatic AI preferenceNo universal process-first fallbackConnect the intervention hypothesis to a metric, baseline, threshold, measurement source, failure signal and next decision.
BASELINE_REQUIRED when neededCapacity released ≠ savingsWhich scientific output must the first MVP produce?