If everyone had backyard chicken operations on that scale, I suspect we'd have a lot more disease problems! Decentralized isn't necessarily better for disease, if the overall scale stays the same.

At least where I live, you can't have chickens in quite the same way our great-grandparents had. You need to comply with veterinary regulation for one, and for good reasons.