Is there any treatment I can use to get rid of burrs in my lawn? Ouch!

We recently bought a new home and every time we walk out on our lawn we track in spiky burrs. Inevitably I find them with my bare feet! Please help - I do not have the greenest thumb. Is there something I can do to get rid of these?

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