The concept of downward causation presents a complex shift from traditional hierarchical models, particularly within the fields of complex systems theory and philosophy of cognition. Rather than solely accepting a unidirectional flow of influence from higher-level systems to lower-level parts, downward causation posits that these lower-level entiti