Yes! Instead of grilling the bread, use your oven's broil setting. Slice the loaf of bread in half as instructed in the recipe. Place the two halves of bread cut-side up on a baking sheet and drizzle with olive oil. Place the baking sheet into the oven and broil on high for 2-4 minutes. Cook time may vary so watch the bread closely!