I don’t think it makes much difference especially at low to intermediate levels. We had a steeplechase guy a few years ago eat strawberry pancakes with maximum orange juice at 8am (while everyone chided him for being stupid for doing so), eat little the rest of the day, and break the school record at 3pm.
The main goal may be to just have some food so you’re not hungry whatever it may be.