There are tons & tons of conditions that do not have easy scans/diagnostic and rely on subtle signals - especially if they are not a binary yes/no but a regression style prediction.
We've picked a lot of the low-hanging simple to extract signals, we need large models to go to the next phase for things like parkinsons, etc.