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The authors of the Nature Climate Change paper, Andrew D. King, Todd P. Lane, Benjamin J. Henley and Josephine R. Brown (from The University of Melbourne) tell us that it's up to us to a large degree (excuse the word play). We know that already, and we also know that recent history and current weather-related events in Australia, the UK, Africa and elsewhere demonstrate we've not yet been willing to take enough action.
However the authors weren't writing about our reluctance to do enough to save ourselves. They were in effect exploring what will happen if we can slow down global warming compared to if we let it continue to warm as quickly as it is. It probably won't surprise HotWhopper readers that the rate of warming makes quite a difference.