Preheat the oven to 450°. Toss the tomatoes with 1/4 cup of the olive oil and arrange them, cut side down, on 2 rimmed baking sheets. Bake the tomatoes for about 30 minutes, or until they exude some of their liquid. Carefully pour the juices into a glass measuring cup. Discard the tomato skins.