Caloric intake effects blood flow and the ability to sustain thought, but *intelligence* is a particular ordering of synapses with only ancillary correlation to brain size/bloodflow.
I've heard surface area (reticulation) is a bigger indicator than overall mass. But all are downstream of how it's been constructed, from the inside, over time.