Here's how it breaks down:
* Un- is a prefix meaning "not" or "the opposite of."
* Substantiate means "to provide evidence to support or prove."
* Substance means "the real physical matter of which a person or thing consists."
Therefore, "unsubstantiated" means "not supported by evidence or proof."