Climate sensitivity (S) to doubled atmospheric carbon dioxide has remained stubbornly uncertain for decades. Multiple lines of evidence can be used to constrain S, but any analysis relies on unavoidable subjective decisions. Here, we present a framework for combining the subjective judgments of multiple experts in a fair and robust way.