Variance and covariance parameters are reported as proportional contributions to the liability to disease. Confidence intervals for estimates are obtained using a likelihood-based procedure25, corrected for uncertainty due to Monte Carlo integration. A more thorough description of the bivariate model is provided elsewhere27.