It's technically not quite that way, shutting down a nuclear reactor doesn't destroy it like a blast furnace. However it might be practically true after a couple of years. The institutional knowledge is gone, many moving parts degraded due to stillness. And also a lot of relicensing to do. That must be way harder for a plant that's not currently operational.