Before revision: In the mathematical study of reaction networks, many of the classical results pertain to models that have a deficiency of zero  .
After revision: In the mathematical study of reaction networks, many of the classical results pertain to models that have a deficiency of zero , which, loosely, is a linear independence property of the associated reaction vectors .