For Kindle, there are wireless page-turner attachments. Supposedly you can use a Bluetooth dongle to connect to a standard Android remote clicker, after jailbreaking. Jailbreaking my Kindle was a very frustrating project, so I gave up on that in favor of using an android device, so I could read lying on my back as you described.
(no affiliation)