Is it possible to get sick from food poisoning within 3 hours to eating it? Sure it’s possible, but not the norm.
There are a lot of parts to the story that all have low chances of happening. Add them all together and you have yourself a story that, if 100% accurate the way they tell it, is quite the unlikely tale.