Toss or stir to combine the riced cauliflower, olive oil, garlic, lemon juice, salt, and pepper. Spread the mixture on the prepared sheet pan and bake at 425 degrees Fahrenheit for about 20 – 25 minutes, stirring halfway through. Times can vary depending on your oven and the consistency of your cauliflower, so check on it to make sure that it does not burn.