The statistic in M [w, c] is usually related to pointwise mutual information (Levy et al., 2015a): , and thus larger co-occurrence count #(w, c).
the derivation has two flaws: (1) c could contain negative values and (2) lower #(w, c) could still lead to larger P M I(w, c) as long as the #(w) is small enough.