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When using the best model (Eq 2) including yearly, seasonal, calving, and herd effects there is a significant difference 47.74 ECM (sd = 11.25) between having two bull calves and any other combination of offspring (red CI). When including the variance of the reference level the difference is masked (black CI). The numerical results are available in Table 6.
