  The distribution of waiting times until the occurrence of a critical event is
a crucial statistical problem across several disciplines in Science. In this
work we present a statistical model in which a relevant quantity X accumulates
until overcoming a threshold X*, which defines the collapse. The obtained
waiting time distribution is a mixture of gamma distributions, which in turn
can be approximated as an effective gamma distribution.
