TL;DR

Over the past few years, many medical AI applications have focused on two major categories of tasks:

Recognition and prediction: medical imaging, assisted diagnosis, risk scoring, and report interpretation.

Generation and explanation: clinical note summarization, health Q&A, medical knowledge retrieval, and report explanation.

These tasks are useful, but chronic disease management, aging intervention, and longevity medicine require something more difficult: