What does Samuel Johnson mean by praise like gold and diamonds owes its value only to its scarcity?

Samuel Johnson means that praise, like gold and diamonds, is more valuable when it is given sparingly. If praise is abundant, it loses its worth and significance. Scarcity adds value to the act of praising someone.