How is a female magistrate called?

A female magistrate is often referred to simply as a "magistrate," as the title is gender-neutral. In some jurisdictions, she may also be called a "judge" if she holds that position. In certain contexts, terms like "lady magistrate" may be used, but this is less common. Ultimately, the specific terminology can vary based on local legal traditions and practices.