Guztwiller's Trace Formula is central to the semiclassical theory of quantum energy levels and spectral statistics in classically chaotic systems. Motivated by recent developments Random Matrix Theory Number Theory, we elucidate a hierarchical structure way periodic orbits contribute that has implications for value distribution determinants