In a large bowl, combine the oats, flour, brown sugar and cinnamon; cut in butter until crumbly. Press half of the mixture into a greased 13-in. x 9-in. baking dish. Layer with half of the apples, caramels and 1 cup oat mixture. Repeat layers. Pour 1/2 cup cider over top.