It does mention how food heals and can have other effects in a tutorial popup. You're supposed to eat all and try (cheese comes pre-identified apparently though). As class-A hoarder however I obviously didn't listen to do so :p
Ones you know the bonus they will always show, so it's not that hard to expect people to know what bonusses food gives.
