This has been the general motivation for considering the linear combination of metrics (Cer et al., 2010;Servan and Schwenk, 2011) resulting in a joint metric, which is then optimized.
due to the scaling differences between the scores of different metrics, the linear combination might completely suppress the metric having scores in the lower-range.