There are many challenges, especially in relation to gauging the uncertainty of the models themselves; some ideas on how to solve them are described in the paper https://eos.org/opinions/climate-models-are-uncertain-but-we-can-do-something-about-it

Since the corresponding probabilities are clearly imprecise, this seems like a perfect application area for imprecise probability techniques