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Preheat the oven to 450 degrees. Place a baking sheet in the oven as it preheats. Cut the sprouts in half and toss with olive oil, salt, and pepper. Carefully remove the pan from the hot oven. Spray with cooking spray and place sprouts cut side down on the baking sheet.