I'd put it in the low single digits or maybe lower, on the basis that a cascade of things need to go wrong: first you need a climate scenario that exceeds the IPCC estimates, then you need significant damage or conflict, then you need a potential collapse event to emerge from the conflict, then the event has to trigger collapse on its own or other events have to occur and combine with it.
Curious to hear your thoughts though, because I haven't put firm numbers on anything or looked deeply into any of the research on collapse specifically.