Preheat broiler to high heat. Brush the mushrooms with the olive oil and season with salt and pepper. Lay on a baking sheet and broil for 4 to 5 minutes, until lightly browned. Remove from oven and let cool slightly.
Top each mushroom half with spinach, bacon, and avocado. Drizzle with the lemon juice before serving.