(probability, information theory:)
Log odds (ratio). The logarithm of the ratio appearing in the Nayman-Pearson lemma. If it's a base-2 logarithm, the units are bits; if it's a natural logarithm, the units are nats. Presumably, a common logarithm would come in units of digits, although I've not seen this usage.