If something is uncaused, does it mean that it must be created out of nothing?

(My very quick Quora Answer).

No. Created out of nothing implies a cause ie. the creator or a creation process. Uncaused refers to something that has always existed. It essentially transcends time or renders time meaningless. God itself in a theistic sense is uncaused for almost all belief systems.