Wouldn't betwenness centrality be better?
Think of an army randomly moving through your citation graph; the more particularly nodes are trampled over, the more pagerank it has.
Now: if this army is informed about the shortest routes and instead moves about optimally, the most-trampled over places have higher betweenness centrality. I'd like my simulated citing scientist to be smart.