Clue: Paper transformed by spies into fake review (12)
Answer: APPRECIATION
Explanation: Definition: review

***(paper)** [anag:*transformed*] *by* **CIA** (Central Intelligence Agency, American "spies") + ***(into)** [anag:*fake*]