From Laboratory Rigor to Machine Intelligence: Building AI That Withstands Scrutiny

Most health AI teams can demo a model. Far fewer can defend one. This paper explores what scientific validation actually requires – across technical, clinical, and operational dimensions – and why lifecycle governance is now the real competitive advantage.