sentence1: following this in spirit , we will consider the effect of time reversal explicitly on the path probability densities , and see how it gives the gallavotti-cohen symmetry also for stochastic systems .
sentence2: in what follows we will explicitly examine the effect of time reversal on the level of path probability densities , and use this to derive the gallavotti-cohen symmetry .