Motivated by a conjecture of De Giorgi, we consider the Almgren-Taylor-Wang scheme for mean curvature flow, where the volume penalization is replaced by a term of the form integral(E Delta F )f(dF/tau) dx for f ranging in a large class of strictly increasing continuous functions. In particular, our analysis covers the case f(r) = r(alpha), r >= 0, alpha > 0, considered by De Giorgi. We show that the generalized minimizing movement scheme converges to the geometric evolution equation f (v) = -kappa on partial derivative E(t), where {E(t)} are evolving subsets of R-n, v is the normal velocity of partial derivative E(t), and kappa is the mean curvature of partial derivative E(t). We extend our analysis to the anisotropic setting, and in the presence of a driving force. We also show that minimizing movements coincide with the smooth classical solution as long as the latter exists. Finally, we prove that in the absence of forcing, mean convexity and convexity are preserved by the weak flow.