Why do we use 0.23 as the acceptance rate for the Metropolis-Hastings algorithm?

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I understand that traditionally the value of 0.23 is suggested for the acceptance rate when monitoring a Metropolis-Hastings algorithm, why is this and what would the effect of having a higher acceptance rate be?