It will say in the paper how they went about the error analysis. These estimates are however, subjective. There is a good paper on this called "Bayesian method

It will say in the paper how they went about the error analysis. These estimates are however, subjective. There is a good paper on this called "Bayesian methods in particle physics" (something like that).