Yeah but I set them out a few weeks ahead of any planting to warm up the soil then plant. You would be amazed the difference it makes. Even in the the 20's I have success with cold season plants like lettuce and spinach. You can grow them well into late Fall after frosts.
I would NOT put out plants like tomatoes. Be dead quick.