I don't think the blame falls on practicing radiologists, but the OP is absolutely correct that medical data is way too inaccessible. It is often impossible to get your own raw data, and even worse it is sometimes impossible to share that data with another doctor. Two large hospitals in major US cities apparently can't share EEG data because they use different software to read it. Guess who wins when all your prior data gets essentially thrown out? It's not the insurance companies, and it's certainly not you - it's the new hospital.
How realistic it is to have ML involved in reading radiology results in theory I don't know, but the larger point is that in practice it is sure as hell not going to happen until patients have real access to do what they please with their own data. Not only am I pissed I can't have my own EEG data, but I also would gladly contribute it to a database for development of new tools, or any other research study that asked. But there is essentially no way to even do that, at least at either institution I've asked. Just think of all the data that is being utterly wasted right now!
How realistic it is to have ML involved in reading radiology results in theory I don't know, but the larger point is that in practice it is sure as hell not going to happen until patients have real access to do what they please with their own data. Not only am I pissed I can't have my own EEG data, but I also would gladly contribute it to a database for development of new tools, or any other research study that asked. But there is essentially no way to even do that, at least at either institution I've asked. Just think of all the data that is being utterly wasted right now!