Another issue is that likelihoods associated with continuous distributions very often have units. You can’t meaningfully assign “magnitude” to a quantity with u

Another issue is that likelihoods associated with continuous distributions very often have units. You can’t meaningfully assign “magnitude” to a quantity with units. You can always change your unit system to make the likelihood of, say, a particular height in a population of humans to be arbitrarily large.