Vitacore Research Collaborative

Topics · RC-11 · Tier 3

Causal digital twin for personalised clinical management

Clinical Informatics / Causal Inference

Unsolved problem

Every hospital system purchasing AI is buying correlation. No deployed system can reason causally about counterfactual clinical questions. This is the most important limitation of clinical AI.

Vitacore angle

Theoretical architecture for a causal physiological digital twin grounded in structural causal models and control theory. Patient as dynamical system, intervention as control input, sensors as observer.