Governance

The technical work is necessary but not sufficient. Governance is what turns a model and a UI into a clinical system that can be trusted.

• Clinician-in-the-loop: designing review workflows that work in practice.
• What "training the model" actually means: precision about a phrase that hides a lot.
• Informed consent: what to tell patients and families, and when.
• Accountability & liability: where the buck stops, and how to know.