Actually, I solved my own problem! My problem was that I was trying to submit a POST request to the api root, and wasn’t getting anything back. If I do a GET request, I get back what I need. Example:
file_get_contents('https://api.twitch.tv/kraken?oauth_token=' . $oauth);