This is a regression caused by the swipe feature. Now we're using slides in book, and all the slides are loaded as soon as the book is opened. This means that all the media, iframes, etc. are loaded when the book is opened so all auto-play media starts playing, even if they don't belong to current chapter.
Also, when the user starts playing some media and then changes chapter the media doesn't stop either.