Final answer:
The italicized phrase is a participle phrase that modifies the judge.
Step-by-step explanation:
The italicized phrase in the sentence is believing the boy to be innocent, which is a participle phrase. It modifies the subject of the sentence, which is the judge.
Learn more about Participle phrases in English grammar