Calories measure energy, not nourishment. Two foods with equal calories can differ hugely in fiber, protein, vitamins and how filling they are.
Evidence & sources
A food calorie (kcal) is the energy needed to raise 1 kg of water by 1 °C. Evidence: established. Known: Definition. Unknown: — Source: US FDA, How to Understand and Use the Nutrition Facts Label (Current revision).