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\section*{Methods}  We describe our representation of molecular shapes, how we define and constructthe  shape constraintswe use to search  for them, searching,  and briefly discuss how these shapes can be indexed to support efficient searches. We also describe our benchmarking methodology for performing a retrospective evaluation of FOMS.