This PNAS study analyzed 4,213 adults across 34 populations using doubly labeled water methodology to assess energy expenditure patterns. The research demonstrates strong evidence that excessive caloric intake, particularly from ultra-processed foods, drives obesity more significantly than reduced physical activity levels.