For , the stationarity equation is
which rearranges to the stated recurrence. At zero,
Define the adjacent probability current . The recurrence says , and the boundary equation says . Hence for all . Since , normalization gives
The adjacent balance equations also verify stationarity directly. If , this formula means the point mass at zero; otherwise the birth-death chain is irreducible and this is its unique stationary probability distribution.
Let . For , the chain is irreducible and its stationary probability distribution makes it positive recurrent. The mean-return-time identity gives
This counts a self-loop at zero as a return after one time unit, as “next zero” requires. Equivalently, with probability that immediate return occurs; with probability the chain moves to one and then has mean hitting time back to zero, giving . If , the return is deterministically at time one and the displayed formula still equals one.

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