Hunger bar will not replenish to full

My hunger bar always stops filling just short of what is needed to begin replenishing my health. It decays normally, and I can eat regardless of what my hunger is displayed as, but it will not go up to full. This issue has persisted for months, at least; I've tried changing difficulties and duplicating the world, but neither solution has worked.

How can this be fixed?