A growth model with regime switch I have a very general question. I am reading this paper : 

http://www.webmeets.com/files/papers/eaere/2015/177/Discounting-HelsinkiBlind.pdf

There is a catastrophic event probability and after the catastrophic event the consumption level is reduced to zero. However, authors are making a steady state analysis prior to the catastrophic event. The catastrophic event probability is $h\left(X\right)$ (let s say that it follows a Poisson process.) $X$ stands for the pollution for example. 

Let $T$ be the event occurrence time and denote $F\left(t\right)=Pr\left\{ T\leq t\right\}$  and $f\left(t\right)=F^{'}\left(t\right)$ as the corresponding probability distribution and density functions respectively. 

$$h\left(S\left(t\right)\right)\Delta=\frac{f\left(t\right)\Delta}{1-F\left(t\right)}=-\frac{d\left[ln\left(1-F\left(t\right)\right)\right]}{dt}$$

where $\Delta$ is an infinitesimal time interval. The term $h\left(S\left(t\right)\right)\Delta$ specifies the conditional probability that an abrupt event will occur between $\left[t,t+\Delta\right]$.

My question is that : Due to this specification, the probability distribution function will be equal to 1 when $t$ tends to $\infty$. Then, in this case, for sure that catastrophic event will occur at the long run. 

So, how is it possible to discuss about a steady state with catastrophic events ? At some moment in time, the economy will change regime with the catastrophic event and this steady state will not be a "permanent" one. How can it be possible to justify this ?
Continuing on the comments exchange, the conclusion that the overall effect is to change the discount factor, is similar to the one reached in the original Overlapping Generations Model of Blanchard, where individuals are faced with a "probability of death" (surely a "catastrophic event" I believe).

See the Blanchard &amp; Fischer book "Lectures in Macroeconomics", p. 117. The authors note that the result has been originally obtained by Cass and Yaari (1967) "Individual Saving, Aggregate Capital Accumulation, and Efficient Growth", a paper that is part of the book Essays on The Theory of of Optimal Economic Growth