When I've had time to prepare, I've taken the time to review candidates' GitHub repositories, and it has surely helped to really understand what "open source experience" means vs "coding camp attendee". It's fun to ask about a particular class or set of files and ask the candidate to teach me something about the project. It shows we care, and also helps me tease apart a candidate's communication abilities.