Just published in Nature Catalysis, our paper Nanoparticle proximity controls selectivity in benzaldehyde hydrogenation presents a detailed study of the role of nanoparticle distribution on catalysis.  

Take a look at the excellent summary in the associated Nature Catalysis editorial The quest for correlations