Validation & Governanceconsortiumevidenceadoption
Consortium-led evidence building
Why alignment on validation design and adoption is as important as model performance.
Why consortium models matter
In complex clinical settings, evidence is not just a study outcome—it’s a shared agreement on what counts as good, safe, and useful.
What I’ve seen work
- Establish a common rubric (and refine it with use)
- Align on end-to-end evaluation, not just component metrics
- Build adoption expectations into validation plans
The hidden value
Consortium alignment turns “AI readiness” into a collective capability: faster iteration, clearer accountability, and better clinical confidence.