Peel oranges; remove and discard white pith. Separate oranges over a bowl into sections, reserving juice. Place orange sections and 2 Tbsp. juice in a serving bowl; gently stir in radishes and next 3 ingredients. Sprinkle with salt and freshly ground pepper to taste.