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Yes-- that's right.  If the statistics based on the past do not continue to the future, then there will be an unknown error associated with that.  With that said, at this point it is not clear that ENSO has changed under global warming (can read the latest IPCC AR5 sections for more), so statistical prediction methods of ENSO are still pretty useful. 

In reply to by Oscar Wehmanen