A new study challenges prevailing assumptions about food preferences, particularly regarding ultra-processed foods (UPFs). Engaging 224 adults, the study analyzed responses to images of 52 familiar foods, assessing factors like energy density, processing level, and carbohydrate-to-fat ratio.