People stocked up supplies all over Europe when Chernobyl happened. This is not what we remember most. What we remember is "nuclear is dangerous". Some countries decommissioned their own power plants and didn't build new ones anymore. Example: Italy.
I'm sure that if everything ends well I'll remember being at home for a few weeks. I'm sure this is going to be a major turning point in history (more than Chernobyl and 9/11) but I'm not betting on what's going to be the direction it takes.
Expect even emptier shelves way earlier when the next epidemic comes.