Why does uncertainty quantification so often come down to a 95% error bar?

A user asks why “uncertainty quantification” seems to amount to a 95% error bar “95% of the time.” The linked piece, “Unimaginative Uncertainty,” is described on Argmin as exploring how most uncertainty cannot be quantified.